Orientation-based playback device microphone selection

Information

  • Patent Grant
  • 11516610
  • Patent Number
    11,516,610
  • Date Filed
    Monday, December 21, 2020
    4 years ago
  • Date Issued
    Tuesday, November 29, 2022
    2 years ago
Abstract
Aspects of a multi-orientation playback device including at least one microphone array are discussed. A method may include determining an orientation of the playback device which includes at least one microphone array and determining at least one microphone training response for the playback device from a plurality of microphone training responses based on the orientation of the playback device. The at least one microphone array can detect a sound input, and the location information of a source of the sound input can be determined based on the at least one microphone training response and the detected sound input. Based on the location information of the source, the directional focus of the at least one microphone array can be adjusted, and the sound input can be captured based on the adjusted directional focus.
Description
FIELD OF THE DISCLOSURE

The disclosure is related to consumer goods and, more particularly, to methods, systems, products, features, services, and other elements directed to media playback or some aspect thereof.


BACKGROUND

Options for accessing and listening to digital audio in an out-loud setting were limited until in 2003, when SONOS, Inc. filed for one of its first patent applications, entitled “Method for Synchronizing Audio Playback between Multiple Networked Devices,” and began offering a media playback system for sale in 2005. The Sonos Wireless HiFi System enables people to experience music from many sources via one or more networked playback devices. Through a software control application installed on a smartphone, tablet, or computer, one can play what he or she wants in any room that has a networked playback device. Additionally, using the controller, for example, different songs can be streamed to each room with a playback device, rooms can be grouped together for synchronous playback, or the same song can be heard in all rooms synchronously.


Given the ever growing interest in digital media, there continues to be a need to develop consumer-accessible technologies to further enhance the listening experience.





BRIEF DESCRIPTION OF THE DRAWINGS

Features, aspects, and advantages of the presently disclosed technology may be better understood with regard to the following description, appended claims, and accompanying drawings where:



FIG. 1 shows an example media playback system configuration in which certain embodiments may be practiced;



FIG. 2 shows a functional block diagram of an example playback device according to aspects described herein;



FIG. 3 shows a functional block diagram of an example control device according to aspects described herein;



FIG. 4 shows an example controller interface according to aspects described herein;



FIG. 5 shows an example plurality of network devices according to aspects described herein;



FIG. 6 shows a function block diagram of an example network microphone device according to aspects described herein;



FIGS. 7A-7B depict respective perspective views of orientations of a playback device according to aspects described herein;



FIG. 8 illustrates an example flow diagram 800 of a method for processing sound input based on playback device orientation according to aspects described herein; and



FIG. 9 shows a top view of an example calibration setup according to aspects described herein.





The drawings are for the purpose of illustrating example embodiments, but it is understood that the inventions are not limited to the arrangements and instrumentality shown in the drawings.


DETAILED DESCRIPTION
I. Overview

Some embodiments described herein involve adjusting directional focus of at least one microphone array trained based on the orientation of a playback device. Microphone arrays on a multi-orientation device may have different sensitivities and response profiles to sound coming from the same direction across different orientations of the device. In obtaining training response values (e.g., calibration response values, measured response values) of the microphone arrays in different playback device orientations, a general response profile for various playback device orientations can be created. In comparing the general response profile to a response profile of a received sound input response, a location (e.g., direction in one or more dimensions) of the source of the sound input can be identified or estimated.


The examples provided herein involve a method, a playback device, and a system. The method may include determining an orientation of the playback device which includes at least one microphone array and determining at least one microphone training response for the playback device from a plurality of microphone training responses based on the orientation of the playback device. The at least one microphone array can detect a sound input, and the location information of a source of the sound input can be determined based on the at least one microphone training response and the detected sound input. Based on the location information of the source, the directional focus of the at least one microphone array can be adjusted, and the sound input can be captured based on the adjusted directional focus.


In another aspect, a non-transitory computer-readable medium is provided. The non-transitory computer readable medium has stored thereon instructions executable by a computing device to cause the computing device to perform functions. The functions include determining an orientation of the playback device which includes at least one microphone array and determining at least one microphone training response for the playback device from a plurality of microphone training responses based on the orientation of the playback device. The at least one microphone array can detect a sound input, and the location information of a source of the sound input can be determined based on the at least one microphone training response and the detected sound input. Based on the location information of the source, the directional focus of the at least one microphone array can be adjusted, and the sound input can be captured based on the adjusted directional focus.


In yet another aspect, an apparatus is provided. The apparatus includes a processor and a memory. The memory has stored thereon instructions executable by the apparatus to cause the system to perform functions. The functions include determining an orientation of the playback device which includes at least one microphone array and determining at least one microphone training response for the playback device from a plurality of microphone training responses based on the orientation of the playback device. The at least one microphone array can detect a sound input, and the location information of a source of the sound input can be determined based on the at least one microphone training response and the detected sound input. Based on the location information of the source, the directional focus of the at least one microphone array can be adjusted, and the sound input can be captured based on the adjusted directional focus.


While some examples described herein may refer to functions performed by given actors such as “users” and/or other entities, it should be understood that this is for purposes of explanation only. The claims should not be interpreted to require action by any such example actor unless explicitly required by the language of the claims themselves. It will be understood by one of ordinary skill in the art that this disclosure includes numerous other embodiments.


II. Example Operating Environment


FIG. 1 shows an example configuration of a media playback system 100 in which one or more embodiments disclosed herein may be practiced or implemented. The media playback system 100 as shown is associated with an example home environment having several rooms and spaces, such as for example, a master bedroom, an office, a dining room, and a living room. As shown in the example of FIG. 1, the media playback system 100 includes playback devices 102-124, control devices 126 and 128, and a wired or wireless network router 130.


Further discussions relating to the different components of the example media playback system 100 and how the different components may interact to provide a user with a media experience may be found in the following sections. While discussions herein may generally refer to the example media playback system 100, technologies described herein are not limited to applications within, among other things, the home environment as shown in FIG. 1. For instance, the technologies described herein may be useful in environments where multi-zone audio may be desired, such as, for example, a commercial setting like a restaurant, mall or airport, a vehicle like a sports utility vehicle (SUV), bus or car, a ship or boat, an airplane, and so on.


a. Example Playback Devices



FIG. 2 shows a functional block diagram of an example playback device 200 that may be configured to be one or more of the playback devices 102-124 of the media playback system 100 of FIG. 1. The playback device 200 may include a processor 202, software components 204, memory 206, audio processing components 208, audio amplifier(s) 210, speaker(s) 212, a network interface 214 including wireless interface(s) 216 and wired interface(s) 218, and microphone(s) 220. In one case, the playback device 200 may not include the speaker(s) 212, but rather a speaker interface for connecting the playback device 200 to external speakers. In another case, the playback device 200 may include neither the speaker(s) 212 nor the audio amplifier(s) 210, but rather an audio interface for connecting the playback device 200 to an external audio amplifier or audio-visual receiver.


In one example, the processor 202 may be a clock-driven computing component configured to process input data according to instructions stored in the memory 206. The memory 206 may be a tangible computer-readable medium configured to store instructions executable by the processor 202. For instance, the memory 206 may be data storage that can be loaded with one or more of the software components 204 executable by the processor 202 to achieve certain functions. In one example, the functions may involve the playback device 200 retrieving audio data from an audio source or another playback device. In another example, the functions may involve the playback device 200 sending audio data to another device or playback device on a network. In yet another example, the functions may involve pairing of the playback device 200 with one or more playback devices to create a multi-channel audio environment.


Certain functions may involve the playback device 200 synchronizing playback of audio content with one or more other playback devices. During synchronous playback, a listener will preferably not be able to perceive time-delay differences between playback of the audio content by the playback device 200 and the one or more other playback devices. U.S. Pat. No. 8,234,395 entitled, “System and method for synchronizing operations among a plurality of independently clocked digital data processing devices,” which is hereby incorporated by reference, provides in more detail some examples for audio playback synchronization among playback devices.


The memory 206 may further be configured to store data associated with the playback device 200, such as one or more zones and/or zone groups the playback device 200 is a part of, audio sources accessible by the playback device 200, or a playback queue that the playback device 200 (or some other playback device) may be associated with. The data may be stored as one or more state variables that are periodically updated and used to describe the state of the playback device 200. The memory 206 may also include the data associated with the state of the other devices of the media system, and shared from time to time among the devices so that one or more of the devices have the most recent data associated with the system. Other embodiments are also possible.


The audio processing components 208 may include one or more digital-to-analog converters (DAC), an audio preprocessing component, an audio enhancement component or a digital signal processor (DSP), and so on. In one embodiment, one or more of the audio processing components 208 may be a subcomponent of the processor 202. In one example, audio content may be processed and/or intentionally altered by the audio processing components 208 to produce audio signals. The produced audio signals may then be provided to the audio amplifier(s) 210 for amplification and playback through speaker(s) 212. Particularly, the audio amplifier(s) 210 may include devices configured to amplify audio signals to a level for driving one or more of the speakers 212. The speaker(s) 212 may include an individual transducer (e.g., a “driver”) or a complete speaker system involving an enclosure with one or more drivers. A particular driver of the speaker(s) 212 may include, for example, a subwoofer (e.g., for low frequencies), a mid-range driver (e.g., for middle frequencies), and/or a tweeter (e.g., for high frequencies). In some cases, each transducer in the one or more speakers 212 may be driven by an individual corresponding audio amplifier of the audio amplifier(s) 210. In addition to producing analog signals for playback by the playback device 200, the audio processing components 208 may be configured to process audio content to be sent to one or more other playback devices for playback.


Audio content to be processed and/or played back by the playback device 200 may be received from an external source, such as via an audio line-in input connection (e.g., an auto-detecting 3.5 mm audio line-in connection) or the network interface 214.


The network interface 214 may be configured to facilitate a data flow between the playback device 200 and one or more other devices on a data network. As such, the playback device 200 may be configured to receive audio content over the data network from one or more other playback devices in communication with the playback device 200, network devices within a local area network, or audio content sources over a wide area network such as the Internet. In one example, the audio content and other signals transmitted and received by the playback device 200 may be transmitted in the form of digital packet data containing an Internet Protocol (IP)-based source address and IP-based destination addresses. In such a case, the network interface 214 may be configured to parse the digital packet data such that the data destined for the playback device 200 is properly received and processed by the playback device 200.


As shown, the network interface 214 may include wireless interface(s) 216 and wired interface(s) 218. The wireless interface(s) 216 may provide network interface functions for the playback device 200 to wirelessly communicate with other devices (e.g., other playback device(s), speaker(s), receiver(s), network device(s), control device(s) within a data network the playback device 200 is associated with) in accordance with a communication protocol (e.g., any wireless standard including IEEE 802.11a, 802.11b, 802.11g, 802.11n, 802.11ac, 802.15, 4G mobile communication standard, and so on). The wired interface(s) 218 may provide network interface functions for the playback device 200 to communicate over a wired connection with other devices in accordance with a communication protocol (e.g., IEEE 802.3). While the network interface 214 shown in FIG. 2 includes both wireless interface(s) 216 and wired interface(s) 218, the network interface 214 may in some embodiments include only wireless interface(s) or only wired interface(s).


The microphone(s) 220 may be arranged to detect sound in the environment of the playback device 200. For instance, the microphone(s) may be mounted on an exterior wall of a housing of the playback device. The microphone(s) may be any type of microphone now known or later developed such as a condenser microphone, electret condenser microphone, or a dynamic microphone. The microphone(s) may be sensitive to a portion of the frequency range of the speaker(s) 220. One or more of the speaker(s) 220 may operate in reverse as the microphone(s) 220. In some aspects, the playback device 200 might not have microphone(s) 220.


In one example, the playback device 200 and one other playback device may be paired to play two separate audio components of audio content. For instance, playback device 200 may be configured to play a left channel audio component, while the other playback device may be configured to play a right channel audio component, thereby producing or enhancing a stereo effect of the audio content. The paired playback devices (also referred to as “bonded playback devices”) may further play audio content in synchrony with other playback devices.


In another example, the playback device 200 may be sonically consolidated with one or more other playback devices to form a single, consolidated playback device. A consolidated playback device may be configured to process and reproduce sound differently than an unconsolidated playback device or playback devices that are paired, because a consolidated playback device may have additional speaker drivers through which audio content may be rendered. For instance, if the playback device 200 is a playback device designed to render low frequency range audio content (i.e. a subwoofer), the playback device 200 may be consolidated with a playback device designed to render full frequency range audio content. In such a case, the full frequency range playback device, when consolidated with the low frequency playback device 200, may be configured to render only the mid and high frequency components of audio content, while the low frequency range playback device 200 renders the low frequency component of the audio content. The consolidated playback device may further be paired with a single playback device or yet another consolidated playback device.


By way of illustration, SONOS, Inc. presently offers (or has offered) for sale certain playback devices including a “PLAY:1,” “PLAY:3,” “PLAY:5,” “PLAYBAR,” “CONNECT:AMP,” “CONNECT,” and “SUB.” Any other past, present, and/or future playback devices may additionally or alternatively be used to implement the playback devices of example embodiments disclosed herein. Additionally, it is understood that a playback device is not limited to the example illustrated in FIG. 2 or to the SONOS product offerings. For example, a playback device may include a wired or wireless headphone. In another example, a playback device may include or interact with a docking station for personal mobile media playback devices. In yet another example, a playback device may be integral to another device or component such as a television, a lighting fixture, or some other device for indoor or outdoor use.


b. Example Playback Zone Configurations


Referring back to the media playback system 100 of FIG. 1, the environment may have one or more playback zones, each with one or more playback devices. The media playback system 100 may be established with one or more playback zones, after which one or more zones may be added, or removed to arrive at the example configuration shown in FIG. 1. Each zone may be given a name according to a different room or space such as an office, bathroom, master bedroom, bedroom, kitchen, dining room, living room, and/or balcony. In one case, a single playback zone may include multiple rooms or spaces. In another case, a single room or space may include multiple playback zones.


As shown in FIG. 1, the balcony, dining room, kitchen, bathroom, office, and bedroom zones each have one playback device, while the living room and master bedroom zones each have multiple playback devices. In the living room zone, playback devices 104, 106, 108, and 110 may be configured to play audio content in synchrony as individual playback devices, as one or more bonded playback devices, as one or more consolidated playback devices, or any combination thereof. Similarly, in the case of the master bedroom, playback devices 122 and 124 may be configured to play audio content in synchrony as individual playback devices, as a bonded playback device, or as a consolidated playback device.


In one example, one or more playback zones in the environment of FIG. 1 may each be playing different audio content. For instance, the user may be grilling in the balcony zone and listening to hip hop music being played by the playback device 102 while another user may be preparing food in the kitchen zone and listening to classical music being played by the playback device 114. In another example, a playback zone may play the same audio content in synchrony with another playback zone. For instance, the user may be in the office zone where the playback device 118 is playing the same rock music that is being playing by playback device 102 in the balcony zone. In such a case, playback devices 102 and 118 may be playing the rock music in synchrony such that the user may seamlessly (or at least substantially seamlessly) enjoy the audio content that is being played out-loud while moving between different playback zones. Synchronization among playback zones may be achieved in a manner similar to that of synchronization among playback devices, as described in previously referenced U.S. Pat. No. 8,234,395.


As suggested above, the zone configurations of the media playback system 100 may be dynamically modified, and in some embodiments, the media playback system 100 supports numerous configurations. For instance, if a user physically moves one or more playback devices to or from a zone, the media playback system 100 may be reconfigured to accommodate the change(s). For instance, if the user physically moves the playback device 102 from the balcony zone to the office zone, the office zone may now include both the playback device 118 and the playback device 102. The playback device 102 may be paired or grouped with the office zone and/or renamed if so desired via a control device such as the control devices 126 and 128. On the other hand, if the one or more playback devices are moved to a particular area in the home environment that is not already a playback zone, a new playback zone may be created for the particular area.


Further, different playback zones of the media playback system 100 may be dynamically combined into zone groups or split up into individual playback zones. For instance, the dining room zone and the kitchen zone 114 may be combined into a zone group for a dinner party such that playback devices 112 and 114 may render audio content in synchrony. On the other hand, the living room zone may be split into a television zone including playback device 104, and a listening zone including playback devices 106, 108, and 110, if the user wishes to listen to music in the living room space while another user wishes to watch television.


c. Example Control Devices



FIG. 3 shows a functional block diagram of an example control device 300 that may be configured to be one or both of the control devices 126 and 128 of the media playback system 100. As shown, the control device 300 may include a processor 302, memory 304, a network interface 306, a user interface 308, microphone(s) 310, and software components 312. In one example, the control device 300 may be a dedicated controller for the media playback system 100. In another example, the control device 300 may be a network device on which media playback system controller application software may be installed, such as for example, an iPhone™, iPad™ or any other smart phone, tablet or network device (e.g., a networked computer such as a PC or Mac™)


The processor 302 may be configured to perform functions relevant to facilitating user access, control, and configuration of the media playback system 100. The memory 304 may be data storage that can be loaded with one or more of the software components executable by the processor 302 to perform those functions. The memory 304 may also be configured to store the media playback system controller application software and other data associated with the media playback system 100 and the user.


In one example, the network interface 306 may be based on an industry standard (e.g., infrared, radio, wired standards including IEEE 802.3, wireless standards including IEEE 802.11a, 802.11b, 802.11g, 802.11n, 802.11ac, 802.15, 4G mobile communication standard, and so on). The network interface 306 may provide a means for the control device 300 to communicate with other devices in the media playback system 100. In one example, data and information (e.g., such as a state variable) may be communicated between control device 300 and other devices via the network interface 306. For instance, playback zone and zone group configurations in the media playback system 100 may be received by the control device 300 from a playback device or another network device, or transmitted by the control device 300 to another playback device or network device via the network interface 306. In some cases, the other network device may be another control device.


Playback device control commands such as volume control and audio playback control may also be communicated from the control device 300 to a playback device via the network interface 306. As suggested above, changes to configurations of the media playback system 100 may also be performed by a user using the control device 300. The configuration changes may include adding/removing one or more playback devices to/from a zone, adding/removing one or more zones to/from a zone group, forming a bonded or consolidated player, separating one or more playback devices from a bonded or consolidated player, among others. Accordingly, the control device 300 may sometimes be referred to as a controller, whether the control device 300 is a dedicated controller or a network device on which media playback system controller application software is installed.


Control device 300 may include microphone(s) 310. Microphone(s) 310 may be arranged to detect sound in the environment of the control device 300. Microphone(s) 310 may be any type of microphone now known or later developed such as a condenser microphone, electret condenser microphone, or a dynamic microphone. The microphone(s) may be sensitive to a portion of a frequency range. Two or more microphones 310 may be arranged to capture location information of an audio source (e.g., voice, audible sound) and/or to assist in filtering background noise.


The user interface 308 of the control device 300 may be configured to facilitate user access and control of the media playback system 100, by providing a controller interface such as the controller interface 400 shown in FIG. 4. The controller interface 400 includes a playback control region 410, a playback zone region 420, a playback status region 430, a playback queue region 440, and an audio content sources region 450. The user interface 400 as shown is just one example of a user interface that may be provided on a network device such as the control device 300 of FIG. 3 (and/or the control devices 126 and 128 of FIG. 1) and accessed by users to control a media playback system such as the media playback system 100. Other user interfaces of varying formats, styles, and interactive sequences may alternatively be implemented on one or more network devices to provide comparable control access to a media playback system.


The playback control region 410 may include selectable (e.g., by way of touch or by using a cursor) icons to cause playback devices in a selected playback zone or zone group to play or pause, fast forward, rewind, skip to next, skip to previous, enter/exit shuffle mode, enter/exit repeat mode, enter/exit cross fade mode. The playback control region 410 may also include selectable icons to modify equalization settings, and playback volume, among other possibilities.


The playback zone region 420 may include representations of playback zones within the media playback system 100. In some embodiments, the graphical representations of playback zones may be selectable to bring up additional selectable icons to manage or configure the playback zones in the media playback system, such as a creation of bonded zones, creation of zone groups, separation of zone groups, and renaming of zone groups, among other possibilities.


For example, as shown, a “group” icon may be provided within each of the graphical representations of playback zones. The “group” icon provided within a graphical representation of a particular zone may be selectable to bring up options to select one or more other zones in the media playback system to be grouped with the particular zone. Once grouped, playback devices in the zones that have been grouped with the particular zone will be configured to play audio content in synchrony with the playback device(s) in the particular zone. Analogously, a “group” icon may be provided within a graphical representation of a zone group. In this case, the “group” icon may be selectable to bring up options to deselect one or more zones in the zone group to be removed from the zone group. Other interactions and implementations for grouping and ungrouping zones via a user interface such as the user interface 400 are also possible. The representations of playback zones in the playback zone region 420 may be dynamically updated as playback zone or zone group configurations are modified.


The playback status region 430 may include graphical representations of audio content that is presently being played, previously played, or scheduled to play next in the selected playback zone or zone group. The selected playback zone or zone group may be visually distinguished on the user interface, such as within the playback zone region 420 and/or the playback status region 430. The graphical representations may include track title, artist name, album name, album year, track length, and other relevant information that may be useful for the user to know when controlling the media playback system via the user interface 400.


The playback queue region 440 may include graphical representations of audio content in a playback queue associated with the selected playback zone or zone group. In some embodiments, each playback zone or zone group may be associated with a playback queue containing information corresponding to zero or more audio items for playback by the playback zone or zone group. For instance, each audio item in the playback queue may comprise a uniform resource identifier (URI), a uniform resource locator (URL) or some other identifier that may be used by a playback device in the playback zone or zone group to find and/or retrieve the audio item from a local audio content source or a networked audio content source, possibly for playback by the playback device.


In one example, a playlist may be added to a playback queue, in which case information corresponding to each audio item in the playlist may be added to the playback queue. In another example, audio items in a playback queue may be saved as a playlist. In a further example, a playback queue may be empty, or populated but “not in use” when the playback zone or zone group is playing continuously streaming audio content, such as Internet radio that may continue to play until otherwise stopped, rather than discrete audio items that have playback durations. In an alternative embodiment, a playback queue can include Internet radio and/or other streaming audio content items and be “in use” when the playback zone or zone group is playing those items. Other examples are also possible.


When playback zones or zone groups are “grouped” or “ungrouped,” playback queues associated with the affected playback zones or zone groups may be cleared or re-associated. For example, if a first playback zone including a first playback queue is grouped with a second playback zone including a second playback queue, the established zone group may have an associated playback queue that is initially empty, that contains audio items from the first playback queue (such as if the second playback zone was added to the first playback zone), that contains audio items from the second playback queue (such as if the first playback zone was added to the second playback zone), or a combination of audio items from both the first and second playback queues. Subsequently, if the established zone group is ungrouped, the resulting first playback zone may be re-associated with the previous first playback queue, or be associated with a new playback queue that is empty or contains audio items from the playback queue associated with the established zone group before the established zone group was ungrouped. Similarly, the resulting second playback zone may be re-associated with the previous second playback queue, or be associated with a new playback queue that is empty, or contains audio items from the playback queue associated with the established zone group before the established zone group was ungrouped. Other examples are also possible.


Referring back to the user interface 400 of FIG. 4, the graphical representations of audio content in the playback queue region 440 may include track titles, artist names, track lengths, and other relevant information associated with the audio content in the playback queue. In one example, graphical representations of audio content may be selectable to bring up additional selectable icons to manage and/or manipulate the playback queue and/or audio content represented in the playback queue. For instance, a represented audio content may be removed from the playback queue, moved to a different position within the playback queue, or selected to be played immediately, or after any currently playing audio content, among other possibilities. A playback queue associated with a playback zone or zone group may be stored in a memory on one or more playback devices in the playback zone or zone group, on a playback device that is not in the playback zone or zone group, and/or some other designated device.


The audio content sources region 450 may include graphical representations of selectable audio content sources from which audio content may be retrieved and played by the selected playback zone or zone group. Discussions pertaining to audio content sources may be found in the following section.


d. Example Audio Content Sources


As indicated previously, one or more playback devices in a zone or zone group may be configured to retrieve for playback audio content (e.g. according to a corresponding URI or URL for the audio content) from a variety of available audio content sources. In one example, audio content may be retrieved by a playback device directly from a corresponding audio content source (e.g., a line-in connection). In another example, audio content may be provided to a playback device over a network via one or more other playback devices or network devices.


Example audio content sources may include a memory of one or more playback devices in a media playback system such as the media playback system 100 of FIG. 1, local music libraries on one or more network devices (such as a control device, a network-enabled personal computer, or a networked-attached storage (NAS), for example), streaming audio services providing audio content via the Internet (e.g., the cloud), or audio sources connected to the media playback system via a line-in input connection on a playback device or network devise, among other possibilities.


In some embodiments, audio content sources may be regularly added or removed from a media playback system such as the media playback system 100 of FIG. 1. In one example, an indexing of audio items may be performed whenever one or more audio content sources are added, removed or updated. Indexing of audio items may involve scanning for identifiable audio items in all folders/directory shared over a network accessible by playback devices in the media playback system, and generating or updating an audio content database containing metadata (e.g., title, artist, album, track length, among others) and other associated information, such as a URI or URL for each identifiable audio item found. Other examples for managing and maintaining audio content sources may also be possible.


The above discussions relating to playback devices, controller devices, playback zone configurations, and media content sources provide only some examples of operating environments within which functions and methods described below may be implemented. Other operating environments and configurations of media playback systems, playback devices, and network devices not explicitly described herein may also be applicable and suitable for implementation of the functions and methods.


e. Example Plurality of Networked Devices



FIG. 5 shows an example plurality of devices 500 that may be configured to provide an audio playback experience based on voice control. One having ordinary skill in the art will appreciate that the devices shown in FIG. 5 are for illustrative purposes only, and variations including different and/or additional devices may be possible. As shown, the plurality of devices 500 includes computing devices 504, 506, and 508; network microphone devices (NMDs) 512, 514, and 516; playback devices (PBDs) 532, 534, 536, and 538; and a controller device (CR) 522.


Each of the plurality of devices 500 may be network-capable devices that can establish communication with one or more other devices in the plurality of devices according to one or more network protocols, such as NFC, Bluetooth, Ethernet, and IEEE 802.11, among other examples, over one or more types of networks, such as wide area networks (WAN), local area networks (LAN), and personal area networks (PAN), among other possibilities.


As shown, the computing devices 504, 506, and 508 may be part of a cloud network 502. The cloud network 502 may include additional computing devices. In one example, the computing devices 504, 506, and 508 may be different servers. In another example, two or more of the computing devices 504, 506, and 508 may be modules of a single server. Analogously, each of the computing device 504, 506, and 508 may include one or more modules or servers. For ease of illustration purposes herein, each of the computing devices 504, 506, and 508 may be configured to perform particular functions within the cloud network 502. For instance, computing device 508 may be a source of audio content for a streaming music service.


As shown, the computing device 504 may be configured to interface with NMDs 512, 514, and 516 via communication path 542. NMDs 512, 514, and 516 may be components of one or more “Smart Home” systems. In one case, NMDs 512, 514, and 516 may be physically distributed throughout a household, similar to the distribution of devices shown in FIG. 1. In another case, two or more of the NMDs 512, 514, and 516 may be physically positioned within relative close proximity of one another. Communication path 542 may comprise one or more types of networks, such as a WAN including the Internet, LAN, and/or PAN, among other possibilities.


In one example, one or more of the NMDs 512, 514, and 516 may be devices configured primarily for audio detection. In another example, one or more of the NMDs 512, 514, and 516 may be components of devices having various primary utilities. For instance, as discussed above in connection to FIGS. 2 and 3, one or more of NMDs 512, 514, and 516 may be the microphone(s) 220 of playback device 200 or the microphone(s) 310 of network device 300. Further, in some cases, one or more of NMDs 512, 514, and 516 may be the playback device 200 or network device 300. In an example, one or more of NMDs 512, 514, and/or 516 may include multiple microphones arranged in a microphone array.


As shown, the computing device 506 may be configured to interface with CR 522 and PBDs 532, 534, 536, and 538 via communication path 544. In one example, CR 522 may be a network device such as the network device 200 of FIG. 2. Accordingly, CR 522 may be configured to provide the controller interface 400 of FIG. 4. Similarly, PBDs 532, 534, 536, and 538 may be playback devices such as the playback device 300 of FIG. 3. As such, PBDs 532, 534, 536, and 538 may be physically distributed throughout a household as shown in FIG. 1. For illustration purposes, PBDs 536 and 538 may be part of a bonded zone 530, while PBDs 532 and 534 may be part of their own respective zones. As described above, the PBDs 532, 534, 536, and 538 may be dynamically bonded, grouped, unbonded, and ungrouped. Communication path 544 may comprise one or more types of networks, such as a WAN including the Internet, LAN, and/or PAN, among other possibilities.


In one example, as with NMDs 512, 514, and 516, CR522 and PBDs 532, 534, 536, and 538 may also be components of one or more “Smart Home” systems. In one case, PBDs 532, 534, 536, and 538 may be distributed throughout the same household as the NMDs 512, 514, and 516. Further, as suggested above, one or more of PBDs 532, 534, 536, and 538 may be one or more of NMDs 512, 514, and 516.


The NMDs 512, 514, and 516 may be part of a local area network, and the communication path 542 may include an access point that links the local area network of the NMDs 512, 514, and 516 to the computing device 504 over a WAN (communication path not shown). Likewise, each of the NMDs 512, 514, and 516 may communicate with each other via such an access point.


Similarly, CR 522 and PBDs 532, 534, 536, and 538 may be part of a local area network and/or a local playback network as discussed in previous sections, and the communication path 544 may include an access point that links the local area network and/or local playback network of CR 522 and PBDs 532, 534, 536, and 538 to the computing device 506 over a WAN. As such, each of the CR 522 and PBDs 532, 534, 536, and 538 may also communicate with each over such an access point.


In one example, communication paths 542 and 544 may comprise the same access point. In an example, each of the NMDs 512, 514, and 516, CR 522, and PBDs 532, 534, 536, and 538 may access the cloud network 502 via the same access point for a household.


As shown in FIG. 5, each of the NMDs 512, 514, and 516, CR 522, and PBDs 532, 534, 536, and 538 may also directly communicate with one or more of the other devices via communication means 546. Communication means 546 as described herein may involve one or more forms of communication between the devices, according to one or more network protocols, over one or more types of networks, and/or may involve communication via one or more other network devices. For instance, communication means 546 may include one or more of for example, Bluetooth™ (IEEE 802.15), NFC, Wireless direct, and/or Proprietary wireless, among other possibilities.


In one example, CR 522 may communicate with NMD 512 over Bluetooth™, and communicate with PBD 534 over another local area network. In another example, NMD 514 may communicate with CR 522 over another local area network, and communicate with PBD 536 over Bluetooth. In a further example, each of the PBDs 532, 534, 536, and 538 may communicate with each other according to a spanning tree protocol over a local playback network, while each communicating with CR 522 over a local area network, different from the local playback network. Other examples are also possible.


In some cases, communication means between the NMDs 512, 514, and 516, CR 522, and PBDs 532, 534, 536, and 538 may change depending on types of communication between the devices, network conditions, and/or latency demands. For instance, communication means 546 may be used when NMD 516 is first introduced to the household with the PBDs 532, 534, 536, and 538. In one case, the NMD 516 may transmit identification information corresponding to the NMD 516 to PBD 538 via NFC, and PBD 538 may in response, transmit local area network information to NMD 516 via NFC (or some other form of communication). However, once NMD 516 has been configured within the household, communication means between NMD 516 and PBD 538 may change. For instance, NMD 516 may subsequently communicate with PBD 538 via communication path 542, the cloud network 502, and communication path 544. In another example, the NMDs and PBDs may never communicate via local communications means 546. In a further example, the NMDs and PBDs may communicate primarily via local communications means 546. Other examples are also possible.


In an illustrative example, NMDs 512, 514, and 516 may be configured to receive voice inputs to control PBDs 532, 534, 536, and 538. The available control commands may include any media playback system controls previously discussed, such as playback volume control, playback transport controls, music source selection, and grouping, among other possibilities. In one instance, NMD 512 may receive a voice input to control one or more of the PBDs 532, 534, 536, and 538. In response to receiving the voice input, NMD 512 may transmit via communication path 542, the voice input to computing device 504 for processing. In one example, the computing device 504 may convert the voice input to an equivalent text command, and parse the text command to identify a command. Computing device 504 may then subsequently transmit the text command to the computing device 506. In another example, the computing device 504 may convert the voice input to an equivalent text command, and then subsequently transmit the text command to the computing device 506. The computing device 506 may then parse the text command to identify one or more playback commands.


For instance, if the text command is “Play ‘Track 1’ by ‘Artist 1’ from ‘Streaming Service 1’ in ‘Zone 1’,” The computing device 506 may identify (i) a URL for “Track 1” by “Artist 1” available from “Streaming Service 1,” and (ii) at least one playback device in “Zone 1.” In this example, the URL for “Track 1” by “Artist 1” from “Streaming Service 1” may be a URL pointing to computing device 508, and “Zone 1” may be the bonded zone 530. As such, upon identifying the URL and one or both of PBDs 536 and 538, the computing device 506 may transmit via communication path 544 to one or both of PBDs 536 and 538, the identified URL for playback. One or both of PBDs 536 and 538 may responsively retrieve audio content from the computing device 508 according to the received URL, and begin playing “Track 1” by “Artist 1” from “Streaming Service 1.”


In yet another example, the computing device 504 may perform some processing to identify the relevant command or intent of the user and provide information regarding media content relevant to the voice input to the computing device 506. For example, the computing device 504 may perform the speech-to-text conversion of the voice input and analyze the voice input for a command or intent (e.g., play, pause, stop, volume up, volume down, skip, next, group, ungroup) along with other information about how to execute the command. The computing device 504 or the computing device 506 may determine what PBD commands correspond to the command or intent determined by the computing device 504. The command or intent determined from the voice input and/or other information related to executing the command may be transmitted from the computing device 504 to the computing device 506. The processing on the computing device 504 may be performed by an application, a module, add-on software, an integration with the native networked microphone system software platform, and/or the native networked microphone system software platform.


One having ordinary skill in the art will appreciate that the above is just one illustrative example, and that other implementations are also possible. In one case, operations performed by one or more of the plurality of devices 500, as described above, may be performed by one or more other devices in the plurality of device 500. For instance, the conversion from voice input to the text command may be alternatively, partially, or wholly performed by another device or devices, such as NMD 512, computing device 506, PBD 536, and/or PBD 538. Analogously, the identification of the URL may be alternatively, partially, or wholly performed by another device or devices, such as NMD 512, computing device 504, PBD 536, and/or PBD 538.


f. Example Network Microphone Device



FIG. 6 shows a function block diagram of an example network microphone device 600 that may be configured to be one or more of NMDs 512, 514, and 516 of FIG. 5. As shown, the network microphone device 600 includes a processor 602, memory 604, a microphone array 606, a network interface 608, a user interface 610, software components 612, and speaker(s) 614. One having ordinary skill in the art will appreciate that other network microphone device configurations and arrangements are also possible. For instance, network microphone devices may alternatively exclude the speaker(s) 614 or have a single microphone instead of microphone array 606.


The processor 602 may include one or more processors and/or controllers, which may take the form of a general or special-purpose processor or controller. For instance, the processing unit 602 may include microprocessors, microcontrollers, application-specific integrated circuits, digital signal processors, and the like. The memory 604 may be data storage that can be loaded with one or more of the software components executable by the processor 602 to perform those functions. Accordingly, memory 604 may comprise one or more non-transitory computer-readable storage mediums, examples of which may include volatile storage mediums such as random access memory, registers, cache, etc. and non-volatile storage mediums such as read-only memory, a hard-disk drive, a solid-state drive, flash memory, and/or an optical-storage device, among other possibilities.


The microphone array 606 may be a plurality of microphones arranged to detect sound in the environment of the network microphone device 600. Microphone array 606 may include any type of microphone now known or later developed such as a condenser microphone, electret condenser microphone, or a dynamic microphone, among other possibilities. In one example, the microphone array may be arranged to detect audio from one or more directions relative to the network microphone device. The microphone array 606 may be sensitive to a portion of a frequency range. In one example, a first subset of the microphone array 606 may be sensitive to a first frequency range, while a second subset of the microphone array may be sensitive to a second frequency range. The microphone array 606 may further be arranged to capture location information of an audio source (e.g., voice, audible sound) and/or to assist in filtering background noise. Notably, in some embodiments the microphone array may consist of only a single microphone, rather than a plurality of microphones.


The network interface 608 may be configured to facilitate wireless and/or wired communication between various network devices, such as, in reference to FIG. 5, CR 522, PBDs 532-538, computing device 504-508 in cloud network 502, and other network microphone devices, among other possibilities. As such, network interface 608 may take any suitable form for carrying out these functions, examples of which may include an Ethernet interface, a serial bus interface (e.g., FireWire, USB 2.0, etc.), a chipset and antenna adapted to facilitate wireless communication, and/or any other interface that provides for wired and/or wireless communication. In one example, the network interface 608 may be based on an industry standard (e.g., infrared, radio, wired standards including IEEE 802.3, wireless standards including IEEE 802.11a, 802.11b, 802.11g, 802.11n, 802.11ac, 802.15, 4G mobile communication standard, and so on).


The user interface 610 of the network microphone device 600 may be configured to facilitate user interactions with the network microphone device. In one example, the user interface 608 may include one or more of physical buttons, graphical interfaces provided on touch sensitive screen(s) and/or surface(s), among other possibilities, for a user to directly provide input to the network microphone device 600. The user interface 610 may further include one or more of lights and the speaker(s) 614 to provide visual and/or audio feedback to a user. In one example, the network microphone device 600 may further be configured to playback audio content via the speaker(s) 614.


III. Example Multi-Orientation Microphone Array(s) of a Media Playback System

As discussed above, embodiments described herein may involve one or more microphone arrays which can be trained to capture and process sound input based on the particular orientation of a playback device.



FIGS. 7A-7B show respective perspective views of an example playback device 700 in different orientations. Playback device 700 may be positioned in different orientations by setting playback device 700 on different faces or sides of playback device 700, and FIGS. 7A and 7B show two examples of orientations for playback device 700. FIG. 7A shows a perspective view of playback device 700 in a first orientation, and FIG. 7B shows a perspective view of playback device 700 in a second orientation. For ease of discussion, the first orientation shown in FIG. 7A where playback device 700 rests on one of its longer sides may be referred to as a horizontal orientation, and the second orientation shown in FIG. 7B where playback device 700 rests on one of its shorter sides may be referred to as a vertical orientation. The playback device 700 may be set on a surface along any of its sides or faces.


Playback device 700 may have one or more microphone arrays 702 (e.g., microphone array 702a, microphone array 702b, microphone array 702c, microphone array 702d) installed in or mounted on a housing or body of playback device 700. Microphone arrays 702a-d are shown as examples of approximate microphone array placement integrated into a playback device. More or less microphone arrays may be used and microphone arrays may be placed along other sides or walls not shown in FIGS. 7A-7B. Further, more than one microphone array may be positioned on the same side of a playback device.


Playback device 700 may be playback device 200 and microphone arrays 702 may be microphone(s) 220. In some aspects, a microphone array 702 may include a NMD (e.g., NMDs 512, 514, 516) which can be mounted on or otherwise attached to different walls or sides of playback device 700 or may be microphone array 606. In different playback device orientations, the microphone arrays 702 will also have different orientations, and different microphone arrays will be more conducive to capturing sound input (e.g., voice input, audio input, tonal input) depending on their individual orientations. Each microphone array may be comprised of two or more individual microphones positioned at different points in the array. The microphone array 702 may have circular shape, and the individual microphones may be distributed around a circumference of the microphone array 702 (e.g., every x degrees between 0 to 360 degrees). For example, microphone array 702a has individual microphones 704a-704f.


As illustrated in FIG. 7A, playback device 700 may be placed in a substantially or approximately horizontal orientation where a longest side of playback device 700 is parallel to a surface (e.g., table, floor) along the x-z plane. In this orientation, microphone arrays 702 have various orientations. For example, a first microphone array 702a may be on a top surface in this orientation and substantially parallel to the x-z plane while a second microphone array 702b may be positioned substantially along the y-z plane and have an orientation substantially vertical. Microphone arrays 702 may be most sensitive to sound along a plane parallel to the microphone array. For example, microphone array 702a in the horizontal orientation (e.g., perpendicular to gravity) may be better able to discern location of a source of sound. Microphone array 702a may be in a position to best detect and capture sound input because of its placement on top of playback device 700.



FIG. 7B shows playback device 700 in a second orientation which may be a substantially vertical orientation where a longest side of playback device 700 is substantially perpendicular to a surface along the x-z plane and substantially parallel to the y-axis. In this orientation, microphone arrays 702b, 702c may be substantially horizontal and microphone arrays 702a, 702d may be substantially vertical.


Other placement positions are possible which are not shown including, for example, along the face or the back of playback device 700. Additionally, other shapes of speakers (e.g., cylindrical, triangular, irregular) may be possible providing microphone array orientations which may be oriented between different planes. In some aspects, the microphone array might not be positioned to be parallel to the wall of the playback device nearest to it.



FIG. 8 shows an example flow diagram 800 of a method for processing sound input based on playback device orientation. Method 800 presents an embodiment of a method that can be implemented within an operating environment involving, for example, the media playback system 100 of FIG. 1, one or more of the playback device 200 of FIG. 2, one or more of the control device 300 of FIG. 3, one or more of the plurality of devices in system 500 of FIG. 5, one or more of the plurality of devices in system 600, and playback device 700 in FIGS. 7A-7B. Method 800 may include one or more operations, functions, or actions. Although the blocks in FIG. 8 are illustrated in sequential order, these blocks may also be performed in parallel, and/or in a different order than those described herein. Also, the various blocks may be combined into fewer blocks, divided into additional blocks, and/or removed based upon the desired implementation.


In addition, for method 800 and other processes and methods disclosed herein, the flow diagrams show functionality and operation of one possible implementation of present embodiments. In this regard, each block may represent a module, a segment, or a portion of program code, which includes one or more instructions executable by one or more processors for implementing specific logical functions or steps in the process. The program code may be stored on any type of computer readable medium, for example, such as a storage device including a disk or hard drive. The computer readable medium may include non-transitory computer readable medium, for example, such as computer-readable media that stores data for short periods of time like register memory, processor cache and Random Access Memory (RAM). The computer readable medium may also include non-transitory media, such as secondary or persistent long term storage, like read only memory (ROM), optical or magnetic disks, compact-disc read only memory (CD-ROM), for example. The computer readable media may also be any other volatile or non-volatile storage systems. The computer readable medium may be considered a computer readable storage medium, for example, or a tangible storage device. In addition, for method 800 and other processes and methods disclosed herein, each block in FIG. 8 may represent circuitry that is wired to perform the specific logical functions in the process.


At block 802, microphone training may be performed on the microphone array(s) 702 of playback device 700. Microphone training may produce a response profile for the microphone array(s) of playback device 700. Microphone training may be completed during a calibration process which may be, for example, as part of the manufacturing process or after manufacturing. Microphone training may include capturing individual microphone responses (e.g., polar response) to test audio (e.g., tone, audio, sound, voice, noise) played from a speaker. To generate training response profile(s) for the microphone arrays 702, playback device 700 may be placed in a first orientation in a perfect or nearly perfect acoustical environment (e.g., anechoic chamber) or other acoustic environment. The test audio may be played from a speaker (e.g., speaker 902) directed towards playback device 700.


A top view of an example of the calibration setup 900 is described with respect to block 802 and shown in FIG. 9. For a first measurement capture, speaker 902 may be directed towards the front center of playback device 700 which may be on axis with a center of microphone array 702a, and this position may be referred to as being a starting test position and/or identified as being at the 0 degree position. The test audio may be played by speaker 902. The first microphone array may receive the test audio and measure the response of each of the individual microphones in the array. The measured response of each individual microphone to the test audio may be stored as a set of measured responses for a first test audio position (e.g., 0 degree position) and/or the measured response may be stored as a relative value (e.g., difference) between the responses of different pairs of individual microphones for a first test audio position (e.g., 0 degree position). Each response value may have a magnitude and phase component. A first set of measured responses may be stored as a matrix or table such as Table 1 shown below. Microphone array 702a may have six individual microphones identified as microphones 704a, 704b, 704c, 704d, 704e, and 704f.















TABLE 1





Mic 704
a
b
c
d
e
f







a








b
Rb, a =








Rb − Ra


c
Rc, a =
Rc, b =







Rc − Ra
Rc − Rb


d
Rd, a =
Rd, b =
Rd, c =






Rd − Ra
Rd − Rb
Rd − Rc


e
Re, a =
Re, b =
Re, c =
Re, d =





Re − Ra
Re − Rb
Re − Rc
Re − Rd


f
Rf, a =
Rf, b =
Rf, c =
Rf, d =
Rf, e =




Rf − Ra
Rf − Rb
Rf − Rc
Rf − Rd
Rf − Re









In Table 1, the value Rb,a stored in (row b, column a) may be a relative value of the response of microphone 704b to microphone 704a in the form of the response value measured for microphone 704b (Rb) minus the response value of microphone 704a (Ra). This may be repeated for each microphone relative to every other microphone in the microphone array as shown in Table 1 following the same convention. The response value may be a complex number where the magnitude of the response may be the real portion of the value and the phase may be the imaginary portion of the value. Because the values for what would be response Ra,b in (row a, column b) may be duplicative of response Rb,a for (row b column a), a response value might not be stored for this relative response which is shown as cells having dashes (i.e., “--”) in Table 1. The set of values in Table 1 may be associated with the positional placement (e.g., relative angle) of the speaker 902 playing the test audio.


A similar set of values may be generated for microphone array 702 associated with a second speaker position by changing the positioning of the speaker relative to the front center of playback device 700 by a given number of degrees while maintaining the same distance from the center of playback device 700 or microphone array 702. For example, a second set of values for the first microphone array at the relative angle of 90 degrees may be generated or obtained by moving speaker 902 to the 90 degree position or rotating microphone array 702a or playback device 700 around a vertical axis (e.g., yaw) so that speaker 902 aligns with the 90 degree position of microphone array 702a. The measurements may be taken in smaller increments of every x degrees (e.g., every 1 degree, every 5 degrees, every 10 degrees, etc.) rotationally (e.g., clockwise, counter-clockwise) around the playback device depending on desired data resolution from 0 to 360 degrees around playback device 700.


The measurement process in block 802 may be repeated to collect values for each microphone array 702 of playback device 700 in each orientation. For example, while in a first speaker position, response values for all of the microphones of different microphone arrays may be determined each time test audio is played. In some instances, test audio may be played once per angle position and individual response values for all individual microphones and all microphone arrays determined based on the same test audio playback. Other methods of obtaining response values may be used.


At or after the end of block 802, the measurements obtained through this process may include response values of all of the microphone arrays for multiple orientations. The measurements may be organized in different data sets for different response profiles such as a collection of measurements for each microphone array. For example, a first collection of measurements may include all measurements obtained for microphone array 702a, and a second collection of measurements may include all measurements captured for microphone array 702b.


In some aspects, the response values may be associated with each other in the form of groups of response values determined for the same microphone array in two or more different playback device orientations. A group of calibration measurements may be those measurements for a particular microphone array taken while the playback device is in a particular orientation. For example, a first group of calibration measurements may be those measurements for microphone array 702a obtained while playback device 700 is in the horizontal orientation shown in FIG. 7A, and a second group of calibration measurements may be measurements obtained for microphone array 702a while playback device 700 is in the vertical orientation shown in FIG. 7B.


In another aspect, as discussed above, a first set of measurements may be for example the measurements shown in Table 1 which can be measurements for the microphone generated from test audio played back from a first angular position for the first microphone array while in the first playback device orientation. More particularly, the first set of measurements may be measurements for each individual microphone 704 of microphone array 702a


In some aspects, the measurements may be organized as vectors. Each vector may correspond to one individual microphone and include measurements values for the individual microphone across one or more speaker positions for the same orientation. For example, a first vector may include values for microphone 704a or relative values for the difference between microphone 704b and 704a in the horizontal orientation for all or every measured increment between 0 to 360 degrees for the position of speaker 902.


In some aspects, measurements may be taken for all microphone arrays from the same test audio. For example, the test audio can be played once per orientation, and response values for any or all of the individual microphones of the microphone arrays can be gathered. The values in Table 1 could be expanded to include response values or relative response values for individual microphones of more than one microphone array. An example is shown below in Table 2 for microphone array 702a and microphone array 702c. Microphone 702c array includes individual microphones 706a-f. In the example Table 2 below, Ry,z represents response value of microphone y minus the response value of microphone z. For example, R706d, 704c=response value of microphone 706d−response value of microphone 704c.





















TABLE 2





Mic
704a
704b
704c
704d
704e
704f
706a
706b
706c
706d
706e
706f







704a














704b
R704b, 704a













704c
R704c, 704a
R704c, 704b












704d
R704d, 704a
R704d, 704b
R704d, 704c











704e
R704e, 704a
R704e, 704b
R704e, 704c
R704e, 704d










704f
R704f, 704a
R704f, 704b
R704f, 704c
R704f, 704d
R704f, 704e









706a
R706a, 704a
R706a, 704b
R706a, 704c
R706a, 704d
R706a, 704e
R706a, 704f








706b
R706b, 704a
R706b, 704b
R706b, 704c
R7046b, 704d
R706b, 704e
R706b, 704f
R706b, 706a







706c
R706c, 704a
R706c, 704b
R706c, 704c
R706c, 704d
R706c, 704e
R706c, 704f
R706c, 706a
R706c, 706b






706d
R706d, 704a
R706d, 704b
R706d, 704c
R706d, 704d
R706d, 704e
R706d, 704f
R706d, 706a
R706d, 706b
R706d, 706c





706e
R706e, 704a
R706e, 704b
R706e, 704c
R706e, 704d
R706e, 704e
R706e, 704f
R706e, 706a
R706e, 706b
R706e, 706c
R706e, 706d




706f
R706f, 704a
R706f, 704b
R706f, 704c
R706f, 704d
R706f, 704e
R706f, 704f
R7046, 706a
R706f, 706b
R706f, 706c
R706f, 706d
R706f, 706e










The response values discussed above may generally represent planar measurement values. In other words, the values may correspond to measurement information gathered for two dimensions. For example, for microphone array 702a in the horizontal orientation shown in FIG. 7A, the measurements may represent data along a horizontal plane (e.g., x-z plane). This can be achieved by, for example, maintaining the same height in the placement of speaker 902 when the test audio is played. While the examples have been discussed with respect to gathering response data along the horizontal plane, the data may be gathered in a vertical plane rotating playback device 700 or speaker 902 vertically (e.g., roll and/or pitch) around different axes (e.g., longitudinal and/or lateral) while maintaining the same distance from the central point.


In some aspects, the calibration values could be three-dimensional (e.g., spherical) by using a combination of data from different planes, for example, adding information gathered along a second plane (e.g., plane orthogonal to the first plane) to information gathered along the first plane. For example, measurements may be gathered along the y-z plane (e.g., vertically) by rotating speaker 902 around the x-axis and measuring the response in a similar fashion as described above.


The training or measurement values discussed herein may be obtained using one or more devices in a system. For example, playback device 700 may determine the responses of the test audio received by the microphone arrays. Playback device 700 can store the response values locally in a memory of playback device 700 and/or transmit the response values to a computing device (e.g., server, computer, or other measurement device) for processing and/or storage.


The measured response values obtained for a given playback device model may be associated with the given playback device model and/or speaker type and stored in a database or server as representative values for a given playback device model and/or microphone array model and/or individual microphone components. For example, the same values may be used for microphone arrays or individual microphones provided from the same supplier used in the same playback device model which may be identified using any combination of playback device identifiers (e.g., model number, serial number, supplier identifier) or microphone identifiers (e.g., model number, serial number, supplier identifier), or other calibration identifier indicating the same combination of playback device identifier and microphone identifier. Using the identifiers, playback devices 700 may be pre-loaded with representative calibration data during manufacturing or prior to providing the playback device to a user such that the playback device is ready to adjust directional focus of its microphone arrays. In some aspects, the response values for the playback device may be loaded or updated upon connection of the playback device to a network. The values may be retrieved by or transmitted to the playback device from a computing device over a network. In some instances, the loading or updating of the values may occur during a playback device setup process or other calibration process for the playback device (e.g., environmental playback device tuning), playback equalizer adjustment process).


At block 804, the orientation of the playback device may be determined. The orientation may be determined based on sensors (e.g., accelerometer, gyroscope, etc.) in playback device 700. Orientation of a playback device may be determined as described in application Ser. No. 13/186,249 filed on Jul. 19, 2011 and issued as U.S. Pat. No. 9,042,556 on May 26, 2013 and application Ser. No. 14/696,041 filed on Apr. 24, 2015 and published as U.S. Patent Application Publication 2016/0315384 A1 on Oct. 27, 2016, the contents of both are incorporated by reference in their entirety. Orientations of the playback device may be predetermined. For example, the predetermined orientations may correspond to orientations for which training responses were measured in block 802.


At block 806, one or more microphone arrays may be determined for use to capture or process sound input. Playback device 700 may have a single microphone array in which case the single microphone array would be selected to be used in sound input capture. In some aspects, playback device 700 may have more than one microphone array in which case one or more than one microphone array may be selected.


A number of microphone arrays 702 and the particular microphone arrays that are selected for use may depend on a variety of factors such as location of the microphone array 702, available processing capability, orientation of the playback device, and/or other contextual information (e.g., position of microphone in relation to the environment).


When evaluating the amount of processing capability available, playback device 700 or other device in the system can base the evaluation on the processing power available to playback device 700 locally, to playback device 700 over one or more networks (e.g., local area network, wide area network), and/or to playback device 700 via one or more computing devices. For example, the selected microphone arrays of playback device 700 may capture an initial portion of the sound input and transmit the data representing the captured initial portion to another device (e.g., server, control device, other playback devices) to process for location information. In some aspects, playback device 700 may process the data locally to determine location information associated with the sound input.


The number of microphone arrays to use may be determined during an initial setup process and/or during a playback device calibration process in a playback environment (e.g., tuning of playback device based on playback environment).


In some aspects, the microphone array that is on top of the playback device may be selected. In some instances, the microphone array most sensitive to sound in front of the playback device may be selected. In yet more aspects, the microphone most perpendicular to gravity may be selected. A weighting or preference order of microphone arrays may be given based on the orientation of playback device.


If playback device 700 has only a single microphone array 702 or only one microphone array of a plurality of microphone arrays 702 is selected to be enabled or used for sound input capture or processing, the one selected microphone array 702 may be enabled or activated for sound input capture. In some aspects, adjustment of directional focus of the microphone array(s) might not be necessary, and playback device 700 may be ready to process sound input for execution of the command after selecting one or more microphone arrays to enable or activate.


After the microphone array(s) to be enabled have been determined, the system may identify sets of response data which correspond to the selected microphone array and orientation of playback device 700. For example, if playback device 700 is currently oriented in the first orientation as illustrated in FIG. 7A and microphone array 702a is selected or activated for sound input, the system (e.g., any of device of FIG. 5) may identify a group of response values which correspond to microphone array 702a and the current orientation (e.g., the first orientation) of playback device 700.


At block 808, sound input may be detected by the selected microphone array(s). For example, the selected microphone array(s) may be continuously monitoring for the start of a voice command. A voice command may begin with an activation word or phrase (e.g., wake-up word, hotword) to notify the system that a user speaking the command is preparing to speak a command for execution by the system. Uttering the activation word can cause the system to begin processing the words spoken after the activation word for a voice command. Upon detecting the start of the voice command which may be after detection of the utterance of the activation word or include detection of the utterance of the activation word, the selected microphone array may begin capturing (e.g., recording, streaming, processing) the sound input (e.g., voice input) for voice command processing.


At block 810, the location (e.g., direction in one or more dimensions, direction in one or more planes) of the source of the sound input (e.g., voice input, audio input) may be determined. The location of the source of the sound input may be determined to varying degrees of precision. For example, the location may be an exact direction or an approximate direction per microphone array or for playback device 700 or may be a direction relative to the selected microphone array(s) or playback device 700. A portion or sample of the sound input may be captured and used in determining the location of the source of the sound input. For example, the sound input sample may be in the form of the response picked up by each of the individual microphones of the selected microphone array. The response values may be the actual response picked up by each of the individual microphones or may be relative values between different pairs of individual microphones of the microphone array. These values may be calculated in a manner similar to the training response values obtained in block 802. For example, the received sample input may be processed in the same manner as the test audio where differences between different pairs of individual microphones of one or more microphone arrays may be calculated. In other words, the received sample input may be organized into the same format as Table 1 or Table 2 where the angle association is unknown and will be determined in block 810.


The response values of the sound input sample may be compared to the training response values to determine a direction relative to the microphone array or playback device of the source of the input. The comparison may involve comparing each set of training response values to determine which set of values corresponds to the sample input response. Because each set of training response values corresponds to an angle value, the direction of the sound input may correspond to the angle value of the set of training responses which corresponds to the sound input. A probability function (e.g., probability distribution function (pdf), gaussian distribution) may be used to determine a most likely direction of the sound input by determining to which training response set or value the sample input response correlates and the corresponding angle position of the training response set or value.


In the aspect where a single microphone array is active or enabled, the sample input response values may be compared to the group of training response values associated with the one microphone array for all test position angles to determine a most likely direction of the sound input. For example, the set of sample response values may be inputted into a probability function such as a probability density function and compared to the set of response values in Table 1 to determine a likelihood that the direction of the sound input is from the 0 degree position. The result of the probability function may be a probability value (e.g., probability density function distance value) indicating the probability that the sound input direction is the direction (e.g., 0 degree position) associated with the set of values. In some aspects, the probability value may be a percentage where the larger the percentage the greater the likelihood that the sound input value corresponds with the direction associated with the set of values. In other aspects, the probability value may be the probability density function distance value where the smaller the value the greater the likelihood the sound input value corresponds to the direction associated with the set of values.


The sample input response values may be compared to a subset of the group of values or the entire group of values producing a probability value for each of the subset or group of values. For example, training responses may have been obtained for every 5 degrees between 0 to 360 degrees. Such a high resolution of data might not be necessary, and the system may compare training responses for every 10 degrees between 0 to 360. In some instances, training responses may be compared for every 20 degrees, and the comparison process may be repeated for every x number of degrees (e.g., 1 degree, 5 degrees, etc.) within the range of ±a certain number of degrees (e.g., 10 degrees, 15 degrees, etc.) of a most likely corresponding direction as indicated by a probability value. In the instance where, for example, a probability density function distance value represents the probability, the minimum or smallest probability density function distance value and its associated degree position may correspond to the most likely direction of the sound input.


As discussed herein, in some aspects, two or more microphone arrays may be active for detecting and recording sound input. The processing for two or more microphone arrays may be performed for each selected microphone array individually. For example, the sample input response may be compared to the group of response values for one microphone array at a time producing a set of probability values for each of the two or more microphone arrays. The values within the set of probability values may each represent the likelihood that the source of the sound input is from a given direction.


The set of probability values for a particular microphone array may be assigned a weight. The assigned weight may be the weight associated with the particular microphone array which can vary depending on the orientation of the playback device. For example, in the vertical orientation shown in FIG. 7B, the values associated with microphone array 702c may be given a greater weight than the values associated with microphone array 702a since microphone array 702c may provide more useful information regarding a location of the audio source than a more vertical microphone.


The sample input response may be compared to the group of response values for all individual microphones in the microphone arrays at the same time. For example, the sound input values may be organized as a set of input response values with relative response values for every unique combination of pairs of individual microphones. The set of input response values may be compared to one or more sets of training response values where a set of training response values contains training response values for every unique combination of pairs of individual microphones.


Similar to the earlier discussion, response values for certain microphone arrays may be weighted more heavily by weighting the corresponding probability value produced for that microphone array.


Similarly, the sample input response values may be compared to vectors of training response values.


As discussed herein, a response value may have two components, a magnitude component and a phase component. The magnitude may indicate the loudness or amplitude of the sound received by a microphone, and the phase may indicate the timing of a sound received by the microphone. For example, a comparison of phase information between two microphones may indicate that one microphone received a particular sound before another microphone. Phase information may be used to identify when a received sound is a reflection.


In the comparisons between the sample input response and training response values discussed herein, any combination of magnitude and phase of the response values may be compared in determining the likelihood that a sound source is in a particular direction. For example, only the magnitudes might be compared, only the phase values might be compared, or the magnitudes and phase values may be compared.


At block 812, the directional focus of the selected microphone array(s) may be adjusted based on the location of the source determined in block 810. For example, the location information can be used to inform beamforming and/or acoustic echo correction (aec) processes during the voice input capture process to improve the quality of the voice input captured.


At block 814, the sound input may be captured based on the adjusted directional focus of the microphone array. For example, the selected microphone array(s) may be beamformed in a direction determined based on the location determined in block 810. In some instances, an adjust might not be necessary. For example, the system may determine that an existing or current directional focus may be appropriate or sufficient, or the system may determine that directional focus might not be necessary sound input capture.


At block 816, the captured sound input may be processed to identify any voice commands contained in the sound input. The captured sound input may be converted from speech to text, and at block 818, any commands contained in the sound input for the media playback system may be executed.


Blocks 804 to 806 may be repeated each time playback device 700 or other device in the system determines that the orientation and/or positioning of playback device 700 has been changed when in a media playback environment (e.g., environment illustrated in FIG. 1). For example, sensors (e.g., accelerometer, gyroscope) in a playback device can determine when there has been movement and/or a change in orientation.


Method 800 or a subset of the blocks of method 800 may be repeated periodically, aperiodically, and/or in response to particular events occurring (e.g., tuning of playback characteristics to an environment, setup in a new environment, change in device orientation).


IV. Conclusion

The description above discloses, among other things, various example systems, methods, apparatus, and articles of manufacture including, among other components, firmware and/or software executed on hardware. It is understood that such examples are merely illustrative and should not be considered as limiting. For example, it is contemplated that any or all of the firmware, hardware, and/or software aspects or components can be embodied exclusively in hardware, exclusively in software, exclusively in firmware, or in any combination of hardware, software, and/or firmware. Accordingly, the examples provided are not the only way(s) to implement such systems, methods, apparatus, and/or articles of manufacture.


Additionally, references herein to “embodiment” means that a particular feature, structure, or characteristic described in connection with the embodiment can be included in at least one example embodiment of an invention. The appearances of this phrase in various places in the specification are not necessarily all referring to the same embodiment, nor are separate or alternative embodiments mutually exclusive of other embodiments. As such, the embodiments described herein, explicitly and implicitly understood by one skilled in the art, can be combined with other embodiments.


The specification is presented largely in terms of illustrative environments, systems, procedures, steps, logic blocks, processing, and other symbolic representations that directly or indirectly resemble the operations of data processing devices coupled to networks. These process descriptions and representations are typically used by those skilled in the art to most effectively convey the substance of their work to others skilled in the art. Numerous specific details are set forth to provide a thorough understanding of the present disclosure. However, it is understood to those skilled in the art that certain embodiments of the present disclosure can be practiced without certain, specific details. In other instances, well known methods, procedures, components, and circuitry have not been described in detail to avoid unnecessarily obscuring aspects of the embodiments. Accordingly, the scope of the present disclosure is defined by the appended claims rather than the forgoing description of embodiments.


When any of the appended claims are read to cover a purely software and/or firmware implementation, at least one of the elements in at least one example is hereby expressly defined to include a tangible, non-transitory medium such as a memory, DVD, CD, Blu-ray, and so on, storing the software and/or firmware.

Claims
  • 1. A playback device comprising: a set of microphones;at least one processor;a non-transitory computer-readable medium; andprogram instructions stored on the non-transitory computer-readable medium that are executable by the at least one processor such that the playback device is configured to: detect, via the set of microphones, a sound input;determine a microphone response of the set of microphones based on the detected sound input;access a data storage comprising a set of microphone training responses, wherein each respective microphone training response of the set of microphone training responses corresponds to a respective position of a sound source relative to the playback device;compare the determined microphone response to the set of microphone training responses;based on the comparison, identify a particular microphone training response of the set of microphone training responses that correlates with the determined microphone response;determine a location of a source of the detected sound input based on the identified particular microphone training response;adjust a directional focus of the set of microphones based on the determined location of the source of the detected sound input; andafter adjusting the directional focus of the set of microphones, capture additional sound input using the set of microphones.
  • 2. The playback device of claim 1, wherein the set of microphone training responses is a first set of microphone training responses among a plurality of sets of microphone training responses, the playback device further comprising: an orientation sensor; andprogram instructions stored on the non-transitory computer-readable medium that are executable by the at least one processor such that the playback device is configured to: determine an orientation of the playback device based on an output of the orientation sensor; andbased on the determined orientation of the playback device, select the first set of microphone training responses from among the plurality of sets of microphone training responses for the comparison to the determined microphone response.
  • 3. The playback device of claim 2, wherein each set of microphone training responses among the plurality of sets of microphone training responses corresponds to a respective orientation of the playback device, the playback device further comprising program instructions stored on the non-transitory computer-readable medium that are executable by the at least one processor such that the playback device is configured to: select the first set of microphone training responses from among the plurality of sets of microphone training responses for the comparison to the determined microphone response based on the first set of microphone training responses corresponding to the determined orientation of the playback device.
  • 4. The playback device of claim 2, wherein the determined orientation is a horizontal orientation in which the longest side of the playback device is substantially parallel to a surface on which the playback device is positioned.
  • 5. The playback device of claim 2, wherein the determined orientation is a vertical orientation in which the longest side of the playback device is substantially perpendicular to a surface on which the playback device is positioned.
  • 6. The playback device of claim 1, wherein the set of microphones is a first set of microphones among a plurality of sets of microphones of the playback device, the playback device further comprising: an orientation sensor; andprogram instructions stored on the non-transitory computer-readable medium that are executable by the at least one processor such that the playback device is configured to: determine an orientation of the playback device based on an output of the orientation sensor; andbased on the determined orientation of the playback device, select the first set of microphones from among the plurality of sets of microphones for the detection of the sound input.
  • 7. The playback device of claim 6, further comprising program instructions stored on the non-transitory computer-readable medium that are executable by the at least one processor such that the playback device is configured to: based on the selection of the first set of microphones from among the plurality of sets of microphones for the detection of the sound input, activate the selected first set of microphones for sound processing.
  • 8. The playback device of claim 6, further comprising program instructions stored on the non-transitory computer-readable medium that are executable by the at least one processor such that the playback device is configured to: based on the selection of the first set of microphones from among the plurality of sets of microphones for the detection of the sound input, deactivate one or more other sets of microphones from among the plurality of sets of microphones for sound processing.
  • 9. A non-transitory computer-readable medium, wherein the non-transitory computer-readable medium is provisioned with program instructions that, when executed by at least one processor, cause a playback device to: detect, via a set of microphones of the playback device, a sound input;determine a microphone response of the set of microphones based on the detected sound input;access a data storage comprising a set of microphone training responses, wherein each respective microphone training response of the set of microphone training responses corresponds to a respective position of a sound source relative to the playback device;compare the determined microphone response to the set of microphone training responses;based on the comparison, identify a particular microphone training response of the set of microphone training responses that correlates with the determined microphone response;determine a location of a source of the detected sound input based on the identified particular microphone training response;adjust a directional focus of the set of microphones based on the determined location of the source of the detected sound input; andafter adjusting the directional focus of the set of microphones, capture additional sound input using the set of microphones.
  • 10. The non-transitory computer-readable medium of claim 9, wherein the set of microphone training responses is a first set of microphone training responses among a plurality of sets of microphone training responses, and wherein the non-transitory computer-readable medium is also provisioned with program instructions that, when executed by at least one processor, cause the playback device to: determine an orientation of the playback device based on an output of an orientation sensor of the playback device; andbased on the determined orientation of the playback device, select the first set of microphone training responses from among the plurality of sets of microphone training responses for the comparison to the determined microphone response.
  • 11. The non-transitory computer-readable medium of claim 10, wherein each set of microphone training responses among the plurality of sets of microphone training responses corresponds to a respective orientation of the playback device, and wherein the non-transitory computer-readable medium is also provisioned with program instructions that, when executed by at least one processor, cause the playback device to: select the first set of microphone training responses from among the plurality of sets of microphone training responses for the comparison to the determined microphone response based on the first set of microphone training responses corresponding to the determined orientation of the playback device.
  • 12. The non-transitory computer-readable medium of claim 10, wherein the determined orientation is a horizontal orientation in which the longest side of the playback device is substantially parallel to a surface on which the playback device is positioned.
  • 13. The non-transitory computer-readable medium of claim 10, wherein the determined orientation is a vertical orientation in which the longest side of the playback device is substantially perpendicular to a surface on which the playback device is positioned.
  • 14. The non-transitory computer-readable medium of claim 9, wherein the set of microphones is a first set of microphones among a plurality of sets of microphones of the playback device, and wherein the non-transitory computer-readable medium is also provisioned with program instructions that, when executed by at least one processor, cause the playback device to: determine an orientation of the playback device based on an output of an orientation sensor of the playback device; andbased on the determined orientation of the playback device, select the first set of microphones from among the plurality of sets of microphones for the detection of the sound input.
  • 15. A method carried out by a playback device, the method comprising: detecting, via a set of microphones of the playback device, a sound input;determining a microphone response of the set of microphones based on the detected sound input;accessing a data storage comprising a set of microphone training responses, wherein each respective microphone training response of the set of microphone training responses corresponds to a respective position of a sound source relative to the playback device;comparing the determined microphone response to the set of microphone training responses;based on the comparison, identifying a particular microphone training response of the set of microphone training responses that correlates with the determined microphone response;determining a location of a source of the detected sound input based on the identified particular microphone training response;adjusting a directional focus of the set of microphones based on the determined location of the source of the detected sound input; andafter adjusting the directional focus of the set of microphones, capturing additional sound input using the set of microphones.
  • 16. The method of claim 15, wherein the set of microphone training responses is a first set of microphone training responses among a plurality of sets of microphone training responses, the method further comprising: determining an orientation of the playback device based on an output of an orientation sensor of the playback device; andbased on the determined orientation of the playback device, selecting the first set of microphone training responses from among the plurality of sets of microphone training responses for the comparison to the determined microphone response.
  • 17. The method of claim 16, wherein each set of microphone training responses among the plurality of sets of microphone training responses corresponds to a respective orientation of the playback device, the method further comprising: selecting the first set of microphone training responses from among the plurality of sets of microphone training responses for the comparison to the determined microphone response based on the first set of microphone training responses corresponding to the determined orientation of the playback device.
  • 18. The method of claim 16, wherein the determined orientation is a horizontal orientation in which the longest side of the playback device is substantially parallel to a surface on which the playback device is positioned.
  • 19. The method of claim 16, wherein the determined orientation is a vertical orientation in which the longest side of the playback device is substantially perpendicular to a surface on which the playback device is positioned.
  • 20. The method of claim 15, wherein the set of microphones is a first set of microphones among a plurality of sets of microphones of the playback device, the method further comprising: determining an orientation of the playback device based on an output of an orientation sensor of the playback device; andbased on the determined orientation of the playback device, selecting the first set of microphones from among the plurality of sets of microphones for the detection of the sound input.
CROSS REFERENCE TO RELATED APPLICATIONS

This application claims priority under 35 U.S.C. § 120 to, and is a continuation of, U.S. patent application Ser. No. 16/424,825 filed May 29, 2019 and entitled “Orientation-Based Playback Device Microphone Selection,” which is a continuation of U.S. patent application Ser. No. 16/160,107 filed Oct. 15, 2018 and entitled “Orientation-Based Playback Device Microphone Selection,” which is a continuation of U.S. patent application Ser. No. 15/946,599 filed Apr. 5, 2018 and entitled “Orientation-Based Playback Device Microphone Selection,” which is a continuation of U.S. patent application Ser. No. 15/681,937 filed Aug. 21, 2017 and entitled “Multi-Orientation Playback Device Microphones,” which is a continuation of U.S. patent application Ser. No. 15/282,554 filed Sep. 30, 2016 and entitled “Multi-Orientation Playback Device Microphones,” the contents of each of which are herein incorporated by reference in their entirety for all purposes.

US Referenced Citations (847)
Number Name Date Kind
4741038 Elko et al. Apr 1988 A
4941187 Slater Jul 1990 A
4974213 Siwecki Nov 1990 A
5036538 Oken et al. Jul 1991 A
5440644 Farinelli et al. Aug 1995 A
5588065 Tanaka et al. Dec 1996 A
5740260 Odom Apr 1998 A
5761320 Farinelli et al. Jun 1998 A
5923902 Inagaki Jul 1999 A
5949414 Namikata et al. Sep 1999 A
6032202 Lea et al. Feb 2000 A
6088459 Hobelsberger Jul 2000 A
6256554 DiLorenzo Jul 2001 B1
6301603 Maher et al. Oct 2001 B1
6311157 Strong Oct 2001 B1
6366886 Dragosh et al. Apr 2002 B1
6404811 Cvetko et al. Jun 2002 B1
6408078 Hobelsberger Jun 2002 B1
6469633 Wachter et al. Oct 2002 B1
6522886 Youngs et al. Feb 2003 B1
6594347 Calder et al. Jul 2003 B1
6594630 Zlokarnik et al. Jul 2003 B1
6611537 Edens et al. Aug 2003 B1
6611604 Irby et al. Aug 2003 B1
6631410 Kowalski et al. Oct 2003 B1
6757517 Chang Jun 2004 B2
6778869 Champion Aug 2004 B2
6937977 Gerson Aug 2005 B2
7099821 Visser et al. Aug 2006 B2
7103542 Doyle Sep 2006 B2
7130608 Hollstrom et al. Oct 2006 B2
7130616 Janik Oct 2006 B2
7143939 Henzerling Dec 2006 B2
7174299 Fujii et al. Feb 2007 B2
7228275 Endo et al. Jun 2007 B1
7236773 Thomas Jun 2007 B2
7295548 Blank et al. Nov 2007 B2
7356471 Ito et al. Apr 2008 B2
7383297 Atsmon et al. Jun 2008 B1
7391791 Balassanian et al. Jun 2008 B2
7483538 McCarty et al. Jan 2009 B2
7571014 Lambourne et al. Aug 2009 B1
7577757 Carter et al. Aug 2009 B2
7630501 Blank et al. Dec 2009 B2
7643894 Braithwaite et al. Jan 2010 B2
7657910 McAulay et al. Feb 2010 B1
7661107 Van Dyke et al. Feb 2010 B1
7702508 Bennett Apr 2010 B2
7792311 Holmgren et al. Sep 2010 B1
7853341 McCarty et al. Dec 2010 B2
7961892 Fedigan Jun 2011 B2
7987294 Bryce et al. Jul 2011 B2
3014423 Thaler et al. Sep 2011 A1
8019076 Lambert Sep 2011 B1
8032383 Bhardwaj et al. Oct 2011 B1
8041565 Bhardwaj et al. Oct 2011 B1
8045952 Qureshey et al. Oct 2011 B2
8073125 Zhang et al. Dec 2011 B2
8073681 Baldwin et al. Dec 2011 B2
8103009 McCarty et al. Jan 2012 B2
8136040 Fleming Mar 2012 B2
8165867 Fish Apr 2012 B1
8234395 Millington Jul 2012 B2
8239206 LeBeau et al. Aug 2012 B1
8255224 Singleton et al. Aug 2012 B2
8284982 Bailey Oct 2012 B2
8290603 Lambourne Oct 2012 B1
8340975 Rosenberger Dec 2012 B1
8364481 Strope et al. Jan 2013 B2
8385557 Tashev et al. Feb 2013 B2
8386261 Mellott et al. Feb 2013 B2
8386523 Mody et al. Feb 2013 B2
8423893 Ramsay et al. Apr 2013 B2
8428758 Naik et al. Apr 2013 B2
8453058 Coccaro et al. May 2013 B1
8473618 Spear et al. Jun 2013 B2
8483853 Lambourne Jul 2013 B1
8484025 Moreno et al. Jul 2013 B1
8588849 Patterson et al. Nov 2013 B2
8600443 Kawaguchi et al. Dec 2013 B2
8710970 Oelrich et al. Apr 2014 B2
8738925 Park et al. May 2014 B1
8775191 Sharifi et al. Jul 2014 B1
8831761 Kemp et al. Sep 2014 B2
8831957 Taubman et al. Sep 2014 B2
8848879 Coughlan et al. Sep 2014 B1
8861756 Zhu et al. Oct 2014 B2
8874448 Kauffmann et al. Oct 2014 B1
8938394 Faaborg et al. Jan 2015 B1
8942252 Balassanian et al. Jan 2015 B2
8983383 Haskin Mar 2015 B1
8983844 Thomas et al. Mar 2015 B1
9015049 Baldwin et al. Apr 2015 B2
9042556 Kallai et al. May 2015 B2
9060224 List Jun 2015 B1
9094539 Noble Jul 2015 B1
9098467 Blanksteen et al. Aug 2015 B1
9124650 Maharajh et al. Sep 2015 B2
9124711 Park et al. Sep 2015 B2
9148742 Koulomzin et al. Sep 2015 B1
9190043 Krisch et al. Nov 2015 B2
9208785 Ben-David et al. Dec 2015 B2
9215545 Dublin et al. Dec 2015 B2
9245527 Lindahl Jan 2016 B2
9251793 Lebeau et al. Feb 2016 B2
9253572 Beddingfield, Sr. et al. Feb 2016 B2
9262612 Cheyer Feb 2016 B2
9263042 Sharifi Feb 2016 B1
9275637 Salvador et al. Mar 2016 B1
9288597 Carlsson et al. Mar 2016 B2
9300266 Grokop Mar 2016 B2
9304736 Whiteley et al. Apr 2016 B1
9307321 Unruh Apr 2016 B1
9318107 Sharifi Apr 2016 B1
9319816 Narayanan Apr 2016 B1
9324322 Torok et al. Apr 2016 B1
9335819 Jaeger et al. May 2016 B1
9361878 Boukadakis Jun 2016 B2
9368105 Freed et al. Jun 2016 B1
9373329 Strope et al. Jun 2016 B2
9374634 Macours Jun 2016 B2
9386154 Baciu et al. Jul 2016 B2
9390708 Hoffmeister Jul 2016 B1
9401058 De La Fuente et al. Jul 2016 B2
9412392 Lindahl et al. Aug 2016 B2
9426567 Lee et al. Aug 2016 B2
9431021 Scalise et al. Aug 2016 B1
9443527 Watanabe et al. Sep 2016 B1
9472201 Sleator Oct 2016 B1
9472203 Ayrapetian et al. Oct 2016 B1
9484030 Meaney et al. Nov 2016 B1
9489948 Chu et al. Nov 2016 B1
9494683 Sadek Nov 2016 B1
9509269 Rosenberg Nov 2016 B1
9510101 Polleros Nov 2016 B1
9514476 Kay et al. Dec 2016 B2
9514752 Sharifi Dec 2016 B2
9516081 Tebbs et al. Dec 2016 B2
9536541 Chen et al. Jan 2017 B2
9548053 Basye et al. Jan 2017 B1
9548066 Jain et al. Jan 2017 B2
9552816 Vanlund et al. Jan 2017 B2
9554210 Ayrapetian et al. Jan 2017 B1
9560441 McDonough, Jr. et al. Jan 2017 B1
9576591 Kim et al. Feb 2017 B2
9601116 Casado et al. Mar 2017 B2
9615170 Kirsch et al. Apr 2017 B2
9615171 O'Neill et al. Apr 2017 B1
9626695 Balasubramanian et al. Apr 2017 B2
9632748 Faaborg et al. Apr 2017 B2
9633186 Ingrassia, Jr. et al. Apr 2017 B2
9633368 Greenzeiger et al. Apr 2017 B2
9633660 Haughay et al. Apr 2017 B2
9633661 Typrin et al. Apr 2017 B1
9633671 Giacobello et al. Apr 2017 B2
9633674 Sinha et al. Apr 2017 B2
9640179 Hart et al. May 2017 B1
9640183 Jung et al. May 2017 B2
9641919 Poole et al. May 2017 B1
9646614 Bellegarda et al. May 2017 B2
9648564 Cui et al. May 2017 B1
9653060 Hilmes et al. May 2017 B1
9653075 Chen et al. May 2017 B1
9659555 Hilmes et al. May 2017 B1
9672821 Krishnaswamy et al. Jun 2017 B2
9674587 Triplett et al. Jun 2017 B2
9685171 Yang Jun 2017 B1
9691378 Meyers et al. Jun 2017 B1
9691379 Mathias et al. Jun 2017 B1
9697826 Sainath et al. Jul 2017 B2
9697828 Prasad et al. Jul 2017 B1
9698999 Mutagi et al. Jul 2017 B2
9704478 Vitaladevuni et al. Jul 2017 B1
9721566 Newendorp et al. Aug 2017 B2
9721568 Polansky et al. Aug 2017 B1
9721570 Beal et al. Aug 2017 B1
9728188 Rosen et al. Aug 2017 B1
9734822 Sundaram et al. Aug 2017 B1
9736578 Iyengar et al. Aug 2017 B2
9743204 Welch et al. Aug 2017 B1
9743207 Hartung Aug 2017 B1
9747011 Lewis et al. Aug 2017 B2
9747899 Pogue et al. Aug 2017 B2
9747920 Ayrapetian et al. Aug 2017 B2
9747926 Sharifi et al. Aug 2017 B2
9749760 Lambourne Aug 2017 B2
9754605 Chhetri Sep 2017 B1
9762967 Clarke et al. Sep 2017 B2
9769420 Moses Sep 2017 B1
9779725 Sun et al. Oct 2017 B2
9779735 Civelli et al. Oct 2017 B2
9811314 Plagge et al. Nov 2017 B2
9813810 Nongpiur Nov 2017 B1
9813812 Berthelsen et al. Nov 2017 B2
9818407 Secker-Walker et al. Nov 2017 B1
9820036 Tritschler et al. Nov 2017 B1
9820039 Lang Nov 2017 B2
9826306 Lang Nov 2017 B2
9865259 Typrin et al. Jan 2018 B1
9865264 Gelfenbeyn et al. Jan 2018 B2
9881616 Beckley et al. Jan 2018 B2
9900723 Choisel et al. Feb 2018 B1
9916839 Scalise et al. Mar 2018 B1
9947316 Millington et al. Apr 2018 B2
9947333 David Apr 2018 B1
9972318 Kelly et al. May 2018 B1
9972343 Thorson et al. May 2018 B1
9973849 Zhang et al. May 2018 B1
9979560 Kim et al. May 2018 B2
10013381 Mayman et al. Jul 2018 B2
10013995 Lashkari et al. Jul 2018 B1
10026401 Mutagi et al. Jul 2018 B1
10048930 Vega et al. Aug 2018 B1
10049675 Haughay Aug 2018 B2
10051366 Buoni et al. Aug 2018 B1
10051600 Zhong et al. Aug 2018 B1
10057698 Drinkwater et al. Aug 2018 B2
RE47049 Zhu et al. Sep 2018 E
10068573 Aykac et al. Sep 2018 B1
10074369 Devaraj et al. Sep 2018 B2
10074371 Wang et al. Sep 2018 B1
10079015 Lockhart et al. Sep 2018 B1
10108393 Millington et al. Oct 2018 B2
10115400 Wilberding Oct 2018 B2
10116748 Farmer et al. Oct 2018 B2
10127911 Kim et al. Nov 2018 B2
10134399 Lang et al. Nov 2018 B2
10136204 Poole et al. Nov 2018 B1
10152969 Reilly et al. Dec 2018 B2
10181323 Beckhardt et al. Jan 2019 B2
10186265 Lockhart et al. Jan 2019 B1
10192546 Piersol et al. Jan 2019 B1
10224056 Torok et al. Mar 2019 B1
10225651 Lang Mar 2019 B2
10248376 Keyser-Allen et al. Apr 2019 B2
10276161 Hughes et al. Apr 2019 B2
10297256 Reilly et al. May 2019 B2
10339917 Aleksic et al. Jul 2019 B2
10346122 Morgan Jul 2019 B1
10354650 Gruenstein et al. Jul 2019 B2
10365887 Mulherkar Jul 2019 B1
10365889 Plagge et al. Jul 2019 B2
10366688 Gunn et al. Jul 2019 B2
10366699 Dharia et al. Jul 2019 B1
10374816 Leblang et al. Aug 2019 B1
10381001 Gunn et al. Aug 2019 B2
10381002 Gunn et al. Aug 2019 B2
10381003 Wakisaka et al. Aug 2019 B2
10388272 Thomson et al. Aug 2019 B1
10433058 Torgerson et al. Oct 2019 B1
10445057 Vega et al. Oct 2019 B2
10469966 Lambourne Nov 2019 B2
10499146 Lang et al. Dec 2019 B2
10510340 Fu et al. Dec 2019 B1
10511904 Buoni et al. Dec 2019 B2
10522146 Tushinskiy Dec 2019 B1
10546583 White et al. Jan 2020 B2
10573321 Smith et al. Feb 2020 B1
10586540 Smith et al. Mar 2020 B1
10599287 Kumar et al. Mar 2020 B2
10602268 Soto Mar 2020 B1
10614807 Beckhardt et al. Apr 2020 B2
10622009 Zhang et al. Apr 2020 B1
10624612 Sumi et al. Apr 2020 B2
10645130 Corbin et al. May 2020 B2
10672383 Thomson et al. Jun 2020 B1
10679625 Lockhart et al. Jun 2020 B1
10681460 Woo et al. Jun 2020 B2
10694608 Baker et al. Jun 2020 B2
10712997 Wilberding et al. Jul 2020 B2
10740065 Jarvis et al. Aug 2020 B2
10762896 Yavagal et al. Sep 2020 B1
10847143 Millington et al. Nov 2020 B2
10848885 Lambourne Nov 2020 B2
RE48371 Zhu et al. Dec 2020 E
10878811 Smith et al. Dec 2020 B2
10897679 Lambourne Jan 2021 B2
10943598 Singh et al. Mar 2021 B2
10971158 Patangay et al. Apr 2021 B1
20010042107 Palm Nov 2001 A1
20020022453 Balog et al. Feb 2002 A1
20020026442 Lipscomb et al. Feb 2002 A1
20020034280 Infosino Mar 2002 A1
20020046023 Fujii et al. Apr 2002 A1
20020072816 Shdema et al. Jun 2002 A1
20020116196 Tran Aug 2002 A1
20020124097 Isely et al. Sep 2002 A1
20030015354 Edwards et al. Jan 2003 A1
20030038848 Lee et al. Feb 2003 A1
20030040908 Yang et al. Feb 2003 A1
20030070182 Pierre et al. Apr 2003 A1
20030070869 Hlibowicki Apr 2003 A1
20030072462 Hlibowicki Apr 2003 A1
20030095672 Hobelsberger May 2003 A1
20030130850 Badt et al. Jul 2003 A1
20030157951 Hasty Aug 2003 A1
20030235244 Pessoa et al. Dec 2003 A1
20040024478 Hans et al. Feb 2004 A1
20040093219 Shin et al. May 2004 A1
20040105566 Matsunaga et al. Jun 2004 A1
20040127241 Shostak Jul 2004 A1
20040128135 Anastasakos et al. Jul 2004 A1
20040234088 McCarty et al. Nov 2004 A1
20050031131 Browning et al. Feb 2005 A1
20050031132 Browning et al. Feb 2005 A1
20050031133 Browning et al. Feb 2005 A1
20050031134 Leske Feb 2005 A1
20050031137 Browning et al. Feb 2005 A1
20050031138 Browning et al. Feb 2005 A1
20050031139 Browning et al. Feb 2005 A1
20050031140 Browning Feb 2005 A1
20050047606 Lee et al. Mar 2005 A1
20050077843 Benditt Apr 2005 A1
20050164664 DiFonzo et al. Jul 2005 A1
20050195988 Tashev et al. Sep 2005 A1
20050201254 Looney et al. Sep 2005 A1
20050207584 Bright Sep 2005 A1
20050235334 Togashi et al. Oct 2005 A1
20050268234 Rossi et al. Dec 2005 A1
20050283330 Laraia et al. Dec 2005 A1
20050283475 Beranek et al. Dec 2005 A1
20060004834 Pyhalammi et al. Jan 2006 A1
20060023945 King et al. Feb 2006 A1
20060041431 Maes Feb 2006 A1
20060093128 Oxford May 2006 A1
20060104451 Browning et al. May 2006 A1
20060147058 Wang Jul 2006 A1
20060190269 Tessel et al. Aug 2006 A1
20060190968 Jung et al. Aug 2006 A1
20060247913 Huerta et al. Nov 2006 A1
20060262943 Oxford Nov 2006 A1
20070018844 Sutardja Jan 2007 A1
20070019815 Asada et al. Jan 2007 A1
20070033043 Hyakumoto Feb 2007 A1
20070071206 Gainsboro et al. Mar 2007 A1
20070071255 Schobben Mar 2007 A1
20070076131 Li et al. Apr 2007 A1
20070076906 Takagi et al. Apr 2007 A1
20070140058 McIntosh et al. Jun 2007 A1
20070140521 Mitobe et al. Jun 2007 A1
20070142944 Goldberg et al. Jun 2007 A1
20070147651 Mitobe et al. Jun 2007 A1
20070201639 Park et al. Aug 2007 A1
20070254604 Kim Nov 2007 A1
20080037814 Shau Feb 2008 A1
20080090537 Sutardja Apr 2008 A1
20080090617 Sutardja Apr 2008 A1
20080146289 Korneluk et al. Jun 2008 A1
20080182518 Lo Jul 2008 A1
20080207115 Lee et al. Aug 2008 A1
20080208594 Cross et al. Aug 2008 A1
20080221897 Cerra et al. Sep 2008 A1
20080247530 Barton et al. Oct 2008 A1
20080248797 Freeman et al. Oct 2008 A1
20080291896 Tuubel et al. Nov 2008 A1
20080301729 Broos et al. Dec 2008 A1
20090003620 McKillop et al. Jan 2009 A1
20090005893 Sugii et al. Jan 2009 A1
20090010445 Matsuo Jan 2009 A1
20090018828 Nakadai et al. Jan 2009 A1
20090043206 Towfiq et al. Feb 2009 A1
20090052688 Ishibashi et al. Feb 2009 A1
20090076821 Brenner et al. Mar 2009 A1
20090153289 Hope et al. Jun 2009 A1
20090191854 Beason Jul 2009 A1
20090197524 Haff et al. Aug 2009 A1
20090220107 Every et al. Sep 2009 A1
20090228919 Zott et al. Sep 2009 A1
20090238377 Ramakrishnan et al. Sep 2009 A1
20090238386 Usher et al. Sep 2009 A1
20090248397 Garcia et al. Oct 2009 A1
20090249222 Schmidt et al. Oct 2009 A1
20090264072 Dai Oct 2009 A1
20090323907 Gupta et al. Dec 2009 A1
20090326949 Douthitt et al. Dec 2009 A1
20100014690 Wolff et al. Jan 2010 A1
20100023638 Bowman Jan 2010 A1
20100035593 Franco et al. Feb 2010 A1
20100070922 DeMaio et al. Mar 2010 A1
20100075723 Min et al. Mar 2010 A1
20100088100 Lindahl Apr 2010 A1
20100092004 Kuze Apr 2010 A1
20100161335 Whynot Jun 2010 A1
20100172516 Lastrucci Jul 2010 A1
20100178873 Lee et al. Jul 2010 A1
20100179874 Higgins et al. Jul 2010 A1
20100185448 Meisel Jul 2010 A1
20100211199 Naik et al. Aug 2010 A1
20110033059 Bhaskar et al. Feb 2011 A1
20110035580 Wang et al. Feb 2011 A1
20110044461 Kuech et al. Feb 2011 A1
20110044489 Saiki et al. Feb 2011 A1
20110066634 Phillips et al. Mar 2011 A1
20110091055 Leblanc Apr 2011 A1
20110103615 Sun May 2011 A1
20110145581 Malhotra et al. Jun 2011 A1
20110170707 Yamada et al. Jul 2011 A1
20110182436 Murgia et al. Jul 2011 A1
20110202924 Banguero et al. Aug 2011 A1
20110218656 Bishop et al. Sep 2011 A1
20110267985 Wilkinson et al. Nov 2011 A1
20110276333 Wang et al. Nov 2011 A1
20110280422 Neumeyer et al. Nov 2011 A1
20110285808 Feng et al. Nov 2011 A1
20110289506 Trivi et al. Nov 2011 A1
20110299706 Sakai Dec 2011 A1
20120020486 Fried et al. Jan 2012 A1
20120022863 Cho et al. Jan 2012 A1
20120022864 Leman et al. Jan 2012 A1
20120078635 Rothkopf et al. Mar 2012 A1
20120086568 Scott et al. Apr 2012 A1
20120123268 Tanaka et al. May 2012 A1
20120128160 Kim et al. May 2012 A1
20120131125 Seidel et al. May 2012 A1
20120148075 Goh et al. Jun 2012 A1
20120162540 Ouchi et al. Jun 2012 A1
20120163603 Abe et al. Jun 2012 A1
20120177215 Bose et al. Jul 2012 A1
20120183149 Hiroe Jul 2012 A1
20120224715 Kikkeri Sep 2012 A1
20120297284 Matthews, III et al. Nov 2012 A1
20120308044 Vander et al. Dec 2012 A1
20120308046 Muza Dec 2012 A1
20130006453 Wang et al. Jan 2013 A1
20130024018 Chang et al. Jan 2013 A1
20130034241 Pandey et al. Feb 2013 A1
20130039527 Jensen et al. Feb 2013 A1
20130058492 Silzle et al. Mar 2013 A1
20130066453 Seefeldt Mar 2013 A1
20130080146 Kato et al. Mar 2013 A1
20130124211 McDonough May 2013 A1
20130148821 Sorensen Jun 2013 A1
20130170647 Reilly et al. Jul 2013 A1
20130179173 Lee et al. Jul 2013 A1
20130183944 Mozer et al. Jul 2013 A1
20130191119 Sugiyama Jul 2013 A1
20130191122 Mason Jul 2013 A1
20130198298 Li et al. Aug 2013 A1
20130211826 Mannby Aug 2013 A1
20130216056 Thyssen Aug 2013 A1
20130262101 Srinivasan Oct 2013 A1
20130315420 You Nov 2013 A1
20130317635 Bates et al. Nov 2013 A1
20130322462 Poulsen Dec 2013 A1
20130322665 Bennett et al. Dec 2013 A1
20130324031 Loureiro Dec 2013 A1
20130329896 Krishnaswamy et al. Dec 2013 A1
20130331970 Beckhardt et al. Dec 2013 A1
20130332165 Beckley et al. Dec 2013 A1
20130339028 Rosner et al. Dec 2013 A1
20140003611 Mohammad et al. Jan 2014 A1
20140003625 Sheen et al. Jan 2014 A1
20140003635 Mohammad et al. Jan 2014 A1
20140005813 Reimann Jan 2014 A1
20140006026 Lamb et al. Jan 2014 A1
20140006825 Shenhav Jan 2014 A1
20140019743 DeLuca Jan 2014 A1
20140034929 Hamada et al. Feb 2014 A1
20140046464 Reimann Feb 2014 A1
20140064501 Olsen et al. Mar 2014 A1
20140073298 Rossmann Mar 2014 A1
20140075306 Rega Mar 2014 A1
20140075311 Boettcher et al. Mar 2014 A1
20140094151 Klappert et al. Apr 2014 A1
20140100854 Chen et al. Apr 2014 A1
20140109138 Cannistraro et al. Apr 2014 A1
20140122075 Bak et al. May 2014 A1
20140136195 Abdossalami et al. May 2014 A1
20140145168 Ohsawa et al. May 2014 A1
20140146983 Kim et al. May 2014 A1
20140163978 Basye et al. Jun 2014 A1
20140164400 Kruglick Jun 2014 A1
20140167931 Lee et al. Jun 2014 A1
20140168344 Shoemake et al. Jun 2014 A1
20140172953 Blanksteen Jun 2014 A1
20140181271 Millington Jun 2014 A1
20140192986 Lee et al. Jul 2014 A1
20140195252 Gruber et al. Jul 2014 A1
20140207457 Biatov et al. Jul 2014 A1
20140214429 Pantel Jul 2014 A1
20140215332 Lee et al. Jul 2014 A1
20140219472 Huang et al. Aug 2014 A1
20140222436 Binder et al. Aug 2014 A1
20140229184 Shires Aug 2014 A1
20140244013 Reilly Aug 2014 A1
20140244712 Walters et al. Aug 2014 A1
20140249817 Hart et al. Sep 2014 A1
20140252386 Ito et al. Sep 2014 A1
20140254805 Su et al. Sep 2014 A1
20140258292 Thramann et al. Sep 2014 A1
20140259075 Chang et al. Sep 2014 A1
20140269757 Park et al. Sep 2014 A1
20140270282 Tammi et al. Sep 2014 A1
20140274185 Luna et al. Sep 2014 A1
20140274203 Ganong, III et al. Sep 2014 A1
20140274218 Kadiwala et al. Sep 2014 A1
20140277650 Zurek et al. Sep 2014 A1
20140291642 Watabe et al. Oct 2014 A1
20140310002 Nitz et al. Oct 2014 A1
20140310614 Jones Oct 2014 A1
20140340888 Ishisone et al. Nov 2014 A1
20140357248 Tonshal et al. Dec 2014 A1
20140363022 Dizon et al. Dec 2014 A1
20140363024 Apodaca Dec 2014 A1
20140365227 Cash et al. Dec 2014 A1
20140369491 Kloberdans et al. Dec 2014 A1
20140372109 Iyer et al. Dec 2014 A1
20150006176 Pogue et al. Jan 2015 A1
20150006184 Marti et al. Jan 2015 A1
20150010169 Popova et al. Jan 2015 A1
20150014680 Yamazaki et al. Jan 2015 A1
20150016642 Walsh et al. Jan 2015 A1
20150018992 Griffiths et al. Jan 2015 A1
20150019201 Schoenbach Jan 2015 A1
20150019219 Tzirkel-Hancock et al. Jan 2015 A1
20150036831 Klippel Feb 2015 A1
20150039303 Lesso et al. Feb 2015 A1
20150063580 Huang et al. Mar 2015 A1
20150086034 Lombardi et al. Mar 2015 A1
20150091709 Reichert et al. Apr 2015 A1
20150092947 Gossain et al. Apr 2015 A1
20150104037 Lee et al. Apr 2015 A1
20150106085 Lindahl Apr 2015 A1
20150110294 Chen et al. Apr 2015 A1
20150112672 Giacobello et al. Apr 2015 A1
20150124975 Pontoppidan May 2015 A1
20150128065 Torii et al. May 2015 A1
20150134456 Baldwin May 2015 A1
20150154976 Mutagi Jun 2015 A1
20150161990 Sharifi Jun 2015 A1
20150169279 Duga Jun 2015 A1
20150170645 Di Censo et al. Jun 2015 A1
20150172843 Quan Jun 2015 A1
20150179181 Morris et al. Jun 2015 A1
20150180432 Gao et al. Jun 2015 A1
20150181318 Gautama et al. Jun 2015 A1
20150189438 Hampiholi et al. Jul 2015 A1
20150200454 Heusdens et al. Jul 2015 A1
20150201271 Diethorn et al. Jul 2015 A1
20150221678 Yamazaki et al. Aug 2015 A1
20150222563 Burns et al. Aug 2015 A1
20150222987 Angel, Jr. et al. Aug 2015 A1
20150228274 Leppanen et al. Aug 2015 A1
20150228803 Koezuka et al. Aug 2015 A1
20150237406 Ochoa et al. Aug 2015 A1
20150243287 Nakano et al. Aug 2015 A1
20150245152 Ding et al. Aug 2015 A1
20150245154 Dadu et al. Aug 2015 A1
20150249889 Iyer et al. Sep 2015 A1
20150253292 Larkin et al. Sep 2015 A1
20150253960 Lin et al. Sep 2015 A1
20150254057 Klein et al. Sep 2015 A1
20150263174 Yamazaki et al. Sep 2015 A1
20150271593 Sun et al. Sep 2015 A1
20150277846 Yen et al. Oct 2015 A1
20150280676 Holman et al. Oct 2015 A1
20150296299 Klippel et al. Oct 2015 A1
20150302856 Kim et al. Oct 2015 A1
20150319529 Klippel Nov 2015 A1
20150325267 Lee et al. Nov 2015 A1
20150331663 Beckhardt et al. Nov 2015 A1
20150334471 Innes et al. Nov 2015 A1
20150338917 Steiner et al. Nov 2015 A1
20150341406 Rockefeller et al. Nov 2015 A1
20150346845 Di Censo et al. Dec 2015 A1
20150348548 Piernot et al. Dec 2015 A1
20150348551 Gruber et al. Dec 2015 A1
20150355878 Corbin Dec 2015 A1
20150363061 De Nigris, III et al. Dec 2015 A1
20150363401 Chen et al. Dec 2015 A1
20150370531 Faaborg Dec 2015 A1
20150371657 Gao Dec 2015 A1
20150371659 Gao Dec 2015 A1
20150371664 Bar-Or et al. Dec 2015 A1
20150380010 Srinivasan Dec 2015 A1
20150382047 Van Os et al. Dec 2015 A1
20160007116 Holman Jan 2016 A1
20160021458 Johnson et al. Jan 2016 A1
20160026428 Morganstern et al. Jan 2016 A1
20160029142 Isaac et al. Jan 2016 A1
20160035321 Cho et al. Feb 2016 A1
20160036962 Rand et al. Feb 2016 A1
20160042748 Jain et al. Feb 2016 A1
20160044151 Shoemaker et al. Feb 2016 A1
20160050488 Matheja et al. Feb 2016 A1
20160057522 Choisel et al. Feb 2016 A1
20160072804 Chien et al. Mar 2016 A1
20160077710 Lewis et al. Mar 2016 A1
20160086609 Yue et al. Mar 2016 A1
20160088392 Huttunen et al. Mar 2016 A1
20160093304 Kim et al. Mar 2016 A1
20160094718 Mani et al. Mar 2016 A1
20160094917 Wilk et al. Mar 2016 A1
20160098393 Hebert Apr 2016 A1
20160098992 Renard et al. Apr 2016 A1
20160103653 Jang Apr 2016 A1
20160104480 Sharifi Apr 2016 A1
20160111110 Gautama et al. Apr 2016 A1
20160125876 Schroeter et al. May 2016 A1
20160127780 Roberts et al. May 2016 A1
20160133259 Rubin et al. May 2016 A1
20160134966 Fitzgerald et al. May 2016 A1
20160134982 Iyer May 2016 A1
20160154089 Altman Jun 2016 A1
20160155442 Kannan et al. Jun 2016 A1
20160155443 Khan et al. Jun 2016 A1
20160157035 Russell et al. Jun 2016 A1
20160162469 Santos Jun 2016 A1
20160171976 Sun et al. Jun 2016 A1
20160173578 Sharma et al. Jun 2016 A1
20160173983 Berthelsen et al. Jun 2016 A1
20160180853 Vanlund et al. Jun 2016 A1
20160189716 Lindahl et al. Jun 2016 A1
20160196499 Khan et al. Jul 2016 A1
20160203331 Khan et al. Jul 2016 A1
20160210110 Feldman Jul 2016 A1
20160212538 Fullam et al. Jul 2016 A1
20160216938 Millington Jul 2016 A1
20160225385 Hammarqvist Aug 2016 A1
20160232451 Scherzer Aug 2016 A1
20160234204 Rishi et al. Aug 2016 A1
20160234615 Lambourne Aug 2016 A1
20160239255 Chavez et al. Aug 2016 A1
20160240192 Raghuvir Aug 2016 A1
20160241976 Pearson Aug 2016 A1
20160253050 Mishra et al. Sep 2016 A1
20160260431 Newendorp et al. Sep 2016 A1
20160283841 Sainath et al. Sep 2016 A1
20160302018 Russell et al. Oct 2016 A1
20160314782 Klimanis Oct 2016 A1
20160316293 Klimanis Oct 2016 A1
20160322045 Hatfield et al. Nov 2016 A1
20160336519 Seo et al. Nov 2016 A1
20160343866 Koezuka et al. Nov 2016 A1
20160343949 Seo et al. Nov 2016 A1
20160343954 Seo et al. Nov 2016 A1
20160345114 Hanna et al. Nov 2016 A1
20160352915 Gautama Dec 2016 A1
20160353217 Starobin et al. Dec 2016 A1
20160353218 Starobin et al. Dec 2016 A1
20160357503 Triplett et al. Dec 2016 A1
20160364206 Keyser-Allen et al. Dec 2016 A1
20160366515 Mendes et al. Dec 2016 A1
20160372688 Seo et al. Dec 2016 A1
20160373269 Okubo et al. Dec 2016 A1
20160373909 Rasmussen et al. Dec 2016 A1
20160379634 Yamamoto et al. Dec 2016 A1
20170003931 Dvortsov et al. Jan 2017 A1
20170012207 Seo et al. Jan 2017 A1
20170012232 Kataishi et al. Jan 2017 A1
20170019732 Mendes et al. Jan 2017 A1
20170025615 Seo et al. Jan 2017 A1
20170025630 Seo et al. Jan 2017 A1
20170026769 Patel Jan 2017 A1
20170034263 Archambault et al. Feb 2017 A1
20170039025 Kielak Feb 2017 A1
20170040018 Tormey Feb 2017 A1
20170041724 Master et al. Feb 2017 A1
20170060526 Barton et al. Mar 2017 A1
20170062734 Suzuki et al. Mar 2017 A1
20170070478 Park et al. Mar 2017 A1
20170076212 Shams et al. Mar 2017 A1
20170076720 Gopalan et al. Mar 2017 A1
20170078824 Heo Mar 2017 A1
20170083285 Meyers et al. Mar 2017 A1
20170084277 Sharifi Mar 2017 A1
20170084292 Yoo Mar 2017 A1
20170084295 Tsiartas et al. Mar 2017 A1
20170090864 Jorgovanovic Mar 2017 A1
20170092278 Evermann et al. Mar 2017 A1
20170092297 Sainath et al. Mar 2017 A1
20170092299 Matsuo Mar 2017 A1
20170092889 Seo et al. Mar 2017 A1
20170092890 Seo et al. Mar 2017 A1
20170094215 Western Mar 2017 A1
20170103754 Higbie et al. Apr 2017 A1
20170103755 Jeon et al. Apr 2017 A1
20170110124 Boesen et al. Apr 2017 A1
20170110144 Sharifi et al. Apr 2017 A1
20170117497 Seo et al. Apr 2017 A1
20170123251 Nakada et al. May 2017 A1
20170125037 Shin May 2017 A1
20170125456 Kasahara May 2017 A1
20170133007 Drewes May 2017 A1
20170133011 Chen et al. May 2017 A1
20170134872 Silva et al. May 2017 A1
20170139720 Stein May 2017 A1
20170140449 Kannan May 2017 A1
20170140748 Roberts et al. May 2017 A1
20170140759 Kumar et al. May 2017 A1
20170177585 Rodger et al. Jun 2017 A1
20170178662 Ayrapetian et al. Jun 2017 A1
20170180561 Kadiwala et al. Jun 2017 A1
20170188150 Brunet et al. Jun 2017 A1
20170188437 Banta Jun 2017 A1
20170193999 Aleksic et al. Jul 2017 A1
20170206896 Ko et al. Jul 2017 A1
20170206900 Lee et al. Jul 2017 A1
20170214996 Yeo Jul 2017 A1
20170236512 Williams et al. Aug 2017 A1
20170236515 Pinsky et al. Aug 2017 A1
20170242649 Jarvis et al. Aug 2017 A1
20170242651 Lang et al. Aug 2017 A1
20170242653 Lang et al. Aug 2017 A1
20170242657 Jarvis et al. Aug 2017 A1
20170243576 Millington et al. Aug 2017 A1
20170243587 Plagge et al. Aug 2017 A1
20170245076 Kusano et al. Aug 2017 A1
20170255612 Sarikaya et al. Sep 2017 A1
20170257686 Gautama et al. Sep 2017 A1
20170270919 Parthasarathi et al. Sep 2017 A1
20170278512 Pandya et al. Sep 2017 A1
20170287485 Civelli et al. Oct 2017 A1
20170330565 Daley et al. Nov 2017 A1
20170332168 Moghimi et al. Nov 2017 A1
20170346872 Naik et al. Nov 2017 A1
20170352357 Fink Dec 2017 A1
20170353789 Kim et al. Dec 2017 A1
20170357475 Lee et al. Dec 2017 A1
20170357478 Piersol et al. Dec 2017 A1
20170366393 Shaker et al. Dec 2017 A1
20170374454 Bernardini et al. Dec 2017 A1
20180018964 Reilly et al. Jan 2018 A1
20180018967 Lang et al. Jan 2018 A1
20180020306 Sheen Jan 2018 A1
20180025733 Qian et al. Jan 2018 A1
20180033428 Kim et al. Feb 2018 A1
20180040324 Wilberding Feb 2018 A1
20180047394 Tian et al. Feb 2018 A1
20180053504 Wang et al. Feb 2018 A1
20180054506 Hart et al. Feb 2018 A1
20180061396 Srinivasan et al. Mar 2018 A1
20180061402 Devaraj et al. Mar 2018 A1
20180061404 Devaraj et al. Mar 2018 A1
20180061419 Melendo Casado et al. Mar 2018 A1
20180061420 Patil et al. Mar 2018 A1
20180062871 Jones et al. Mar 2018 A1
20180084367 Greff et al. Mar 2018 A1
20180088900 Glaser et al. Mar 2018 A1
20180091898 Yoon et al. Mar 2018 A1
20180091913 Hartung et al. Mar 2018 A1
20180096683 James et al. Apr 2018 A1
20180096696 Mixter Apr 2018 A1
20180107446 Wilberding et al. Apr 2018 A1
20180108351 Beckhardt et al. Apr 2018 A1
20180122372 Wanderlust May 2018 A1
20180122378 Mixter et al. May 2018 A1
20180130469 Gruenstein et al. May 2018 A1
20180132217 Stirling-Gallacher May 2018 A1
20180132298 Birnam et al. May 2018 A1
20180137861 Ogawa May 2018 A1
20180165055 Yu et al. Jun 2018 A1
20180167981 Jonna et al. Jun 2018 A1
20180174597 Lee et al. Jun 2018 A1
20180182390 Hughes et al. Jun 2018 A1
20180190285 Heckman et al. Jul 2018 A1
20180197533 Lyon et al. Jul 2018 A1
20180199146 Sheen Jul 2018 A1
20180204569 Nadkar et al. Jul 2018 A1
20180205963 Matei et al. Jul 2018 A1
20180210698 Park et al. Jul 2018 A1
20180218747 Moghimi et al. Aug 2018 A1
20180219976 Decenzo et al. Aug 2018 A1
20180225933 Park et al. Aug 2018 A1
20180228006 Baker et al. Aug 2018 A1
20180233136 Torok et al. Aug 2018 A1
20180233137 Torok et al. Aug 2018 A1
20180233139 Finkelstein et al. Aug 2018 A1
20180234765 Torok et al. Aug 2018 A1
20180262793 Lau et al. Sep 2018 A1
20180262831 Matheja et al. Sep 2018 A1
20180270565 Ganeshkumar Sep 2018 A1
20180277107 Kim Sep 2018 A1
20180277113 Hartung et al. Sep 2018 A1
20180277119 Baba et al. Sep 2018 A1
20180277133 Deetz et al. Sep 2018 A1
20180293484 Wang et al. Oct 2018 A1
20180308470 Park et al. Oct 2018 A1
20180314552 Kim et al. Nov 2018 A1
20180324756 Ryu et al. Nov 2018 A1
20180335903 Coffman et al. Nov 2018 A1
20180336274 Choudhury et al. Nov 2018 A1
20180358009 Daley et al. Dec 2018 A1
20180365567 Kolavennu et al. Dec 2018 A1
20180367944 Heo et al. Dec 2018 A1
20190012141 Piersol et al. Jan 2019 A1
20190013019 Lawrence Jan 2019 A1
20190014592 Hampel et al. Jan 2019 A1
20190033446 Bultan et al. Jan 2019 A1
20190042187 Truong et al. Feb 2019 A1
20190043492 Lang Feb 2019 A1
20190066672 Wood et al. Feb 2019 A1
20190074025 Lashkari et al. Mar 2019 A1
20190079724 Feuz et al. Mar 2019 A1
20190081507 Ide Mar 2019 A1
20190082255 Tajiri et al. Mar 2019 A1
20190088261 Lang et al. Mar 2019 A1
20190090056 Rexach et al. Mar 2019 A1
20190098400 Buoni et al. Mar 2019 A1
20190104119 Giorgi et al. Apr 2019 A1
20190104373 Wodrich et al. Apr 2019 A1
20190108839 Reilly et al. Apr 2019 A1
20190115011 Khellah et al. Apr 2019 A1
20190130906 Kobayashi et al. May 2019 A1
20190163153 Price et al. May 2019 A1
20190172452 Smith et al. Jun 2019 A1
20190173687 Mackay et al. Jun 2019 A1
20190179607 Thangarathnam et al. Jun 2019 A1
20190179611 Wojogbe et al. Jun 2019 A1
20190182072 Roe et al. Jun 2019 A1
20190206412 Li et al. Jul 2019 A1
20190220246 Orr et al. Jul 2019 A1
20190237067 Friedman et al. Aug 2019 A1
20190239008 Lambourne Aug 2019 A1
20190239009 Lambourne Aug 2019 A1
20190243603 Keyser-Allen et al. Aug 2019 A1
20190243606 Jayakumar et al. Aug 2019 A1
20190281397 Lambourne Sep 2019 A1
20190287546 Ganeshkumar Sep 2019 A1
20190295563 Kamdar et al. Sep 2019 A1
20190297388 Panchaksharaiah et al. Sep 2019 A1
20190304443 Bhagwan Oct 2019 A1
20190311710 Eraslan et al. Oct 2019 A1
20190311712 Firik et al. Oct 2019 A1
20190311720 Pasko Oct 2019 A1
20190317606 Jain et al. Oct 2019 A1
20190342962 Chang et al. Nov 2019 A1
20190364375 Soto et al. Nov 2019 A1
20200007987 Woo et al. Jan 2020 A1
20200034492 Verbeke et al. Jan 2020 A1
20200051554 Kim et al. Feb 2020 A1
20200092687 Devaraj et al. Mar 2020 A1
20200105256 Fainberg et al. Apr 2020 A1
20200175989 Lockhart et al. Jun 2020 A1
20200184980 Wilberding Jun 2020 A1
20200193973 Tolomei et al. Jun 2020 A1
20200211556 Mixter et al. Jul 2020 A1
20200213729 Soto Jul 2020 A1
20200216089 Garcia et al. Jul 2020 A1
20200336846 Rohde et al. Oct 2020 A1
20200395006 Smith et al. Dec 2020 A1
20200395010 Smith et al. Dec 2020 A1
20200395013 Smith et al. Dec 2020 A1
20200409652 Wilberding et al. Dec 2020 A1
20210035561 D'Amato et al. Feb 2021 A1
20210035572 D'Amato et al. Feb 2021 A1
20210118429 Shan Apr 2021 A1
Foreign Referenced Citations (95)
Number Date Country
2017100486 Jun 2017 AU
2017100581 Jun 2017 AU
101310558 Nov 2008 CN
101480039 Jul 2009 CN
101661753 Mar 2010 CN
101686282 Mar 2010 CN
101907983 Dec 2010 CN
102123188 Jul 2011 CN
102256098 Nov 2011 CN
102567468 Jul 2012 CN
103052001 Apr 2013 CN
103181192 Jun 2013 CN
103210663 Jul 2013 CN
103546616 Jan 2014 CN
103811007 May 2014 CN
104010251 Aug 2014 CN
104035743 Sep 2014 CN
104053088 Sep 2014 CN
104092936 Oct 2014 CN
104104769 Oct 2014 CN
104538030 Apr 2015 CN
104575504 Apr 2015 CN
104635539 May 2015 CN
104865550 Aug 2015 CN
105187907 Dec 2015 CN
105204357 Dec 2015 CN
105206281 Dec 2015 CN
105284076 Jan 2016 CN
105493442 Apr 2016 CN
106028223 Oct 2016 CN
106375902 Feb 2017 CN
106531165 Mar 2017 CN
106708403 May 2017 CN
107004410 Aug 2017 CN
107919123 Apr 2018 CN
1349146 Oct 2003 EP
1389853 Feb 2004 EP
2166737 Mar 2010 EP
2683147 Jan 2014 EP
3128767 Feb 2017 EP
2351021 Sep 2017 EP
3270377 Jan 2018 EP
3285502 Feb 2018 EP
2001236093 Aug 2001 JP
2003223188 Aug 2003 JP
2004347943 Dec 2004 JP
2004354721 Dec 2004 JP
2005242134 Sep 2005 JP
2005250867 Sep 2005 JP
2005284492 Oct 2005 JP
2006092482 Apr 2006 JP
2007013400 Jan 2007 JP
2007142595 Jun 2007 JP
2008079256 Apr 2008 JP
2008158868 Jul 2008 JP
2010141748 Jun 2010 JP
2013037148 Feb 2013 JP
2014071138 Apr 2014 JP
2014137590 Jul 2014 JP
2015161551 Sep 2015 JP
2015527768 Sep 2015 JP
2016095383 May 2016 JP
2017072857 Apr 2017 JP
20100036351 Apr 2010 KR
100966415 Jun 2010 KR
20100111071 Oct 2010 KR
20130050987 May 2013 KR
20140035310 Mar 2014 KR
20140112900 Sep 2014 KR
200153994 Jul 2001 WO
2003093950 Nov 2003 WO
2008048599 Apr 2008 WO
2012166386 Dec 2012 WO
2013184792 Dec 2013 WO
2014064531 May 2014 WO
2014159581 Oct 2014 WO
2015017303 Feb 2015 WO
2015037396 Mar 2015 WO
2015131024 Sep 2015 WO
2015178950 Nov 2015 WO
2016014142 Jan 2016 WO
2016022926 Feb 2016 WO
2016033364 Mar 2016 WO
2016057268 Apr 2016 WO
2016085775 Jun 2016 WO
2016165067 Oct 2016 WO
2016171956 Oct 2016 WO
2016200593 Dec 2016 WO
2017039632 Mar 2017 WO
2017058654 Apr 2017 WO
2017138934 Aug 2017 WO
2017147075 Aug 2017 WO
2017147936 Sep 2017 WO
2018027142 Feb 2018 WO
2018067404 Apr 2018 WO
Non-Patent Literature Citations (431)
Entry
US 9,299,346 B1, 03/2016, Hart et al. (withdrawn)
Optimizing Siri on HomePod in Far-Field Settings. Audio Software Engineering and Siri Speech Team, Machine Learning Journal vol. 1, Issue 12. https://machinelearning.apple.com/2018/12/03/optimizing-siri-on-homepod-in-far-field-settings.html. Dec. 2018, 18 pages.
Palm, Inc., “Handbook for the Palm VII Handheld,” May 2000, 311 pages.
Pre-Appeal Brief Decision mailed on Jun. 2, 2021, issued in connection with U.S. Appl. No. 16/213,570, filed Dec. 7, 2018, 2 pages.
Preinterview First Office Action dated Aug. 5, 2019, issued in connection with U.S. Appl. No. 16/434,426, filed Jun. 7, 2019, 4 pages.
Preinterview First Office Action dated Mar. 25, 2020, issued in connection with U.S. Appl. No. 16/109,375, filed Aug. 22, 2018, 6 pages.
Preinterview First Office Action dated Sep. 30, 2019, issued in connection with U.S. Appl. No. 15/989,715, filed May 25, 2018, 4 pages.
Preinterview First Office Action dated May 7, 2020, issued in connection with U.S. Appl. No. 16/213,570, filed Dec. 7, 2018, 5 pages.
Preinterview First Office Action dated Jan. 8, 2021, issued in connection with U.S. Appl. No. 16/798,967, filed Feb. 24, 2020, 4 pages.
Presentations at WinHEC 2000, May 2000, 138 pages.
Restriction Requirement dated Aug. 14, 2019, issued in connection with U.S. Appl. No. 16/214,711, filed Dec. 10, 2018, 5 pages.
Restriction Requirement dated Aug. 9, 2018, issued in connection with U.S. Appl. No. 15/717,621, filed Sep. 27, 2017, 8 pages.
Rottondi et al., “An Overview on Networked Music Performance Technologies,” IEEE Access, vol. 4, pp. 8823-8843, 2016, DOI: 10.1109/ACCESS.2016.2628440, 21 pages.
Souden et al. “An Integrated Solution for Online Multichannel Noise Tracking and Reduction.” IEEE Transactions on Audio, Speech, and Language Processing, vol. 19. No. 7, Sep. 7, 2011, 11 pages.
Souden et al. “Gaussian Model-Based Multichannel Speech Presence Probability” IEEE Transactions on Audio, Speech, and Language Processing, vol. 18, No. 5, Jul. 5, 2010, 6pages.
Souden et al. “On Optimal Frequency-Domain Multichannel Linear Filtering for Noise Reduction.” IEEE Transactions on Audio, Speech, and Language Processing, vol. 18, No. 2, Feb. 2010, 17pages.
Steven J. Nowlan and Geoffrey E. Hinton “Simplifying Neural Networks by Soft Weight-Sharing” Neural Computation 4, 1992, 21 pages.
Tsiami et al. “Experiments in acoustic source localization using sparse arrays in adverse indoors environments”, 2014 22nd European Signal Processing Conference, Sep. 1, 2014, 5 pages.
Tsung-Hsien Wen et al.: “A Network-based End-to-End Trainable Task-oriented Dialogue System”, CORR ARXIV, vol. 1604.04562v1, Apr. 15, 2016, pp. 1-11, XP055396370, Stroudsburg, PA, USA.
Tweet: “How to start using Google app voice commands to make your life easier Share This Story shop @Bullet”, Jan. 21, 2016, https://bgr.com/2016/01/21/best-ok-google-voice-commands/, 3 page.
Ullrich et al. “Soft Weight-Sharing for Neural Network Compression.” ICLR 2017, 16 pages.
United States Patent and Trademark Office, U.S. Appl. No. 60/490,768, filed Jul. 28, 2003, entitled “Method for synchronizing audio playback between multiple networked devices,” 13 pages.
United States Patent and Trademark Office, U.S. Appl. No. 60/825,407, filed Sep. 12, 2006, entitled “Controlling and manipulating groupings in a multi-zone music or media system,” 82 pages.
UPnP; “Universal Plug and Play Device Architecture,” Jun. 8, 2000; version 1.0; Microsoft Corporation; pp. 1-54.
Vacher at al. “Recognition of voice commands by multisource ASR and noise cancellation in a smart home environment” Signal Processing Conference 2012 Proceedings of the 20th European, IEEE, Aug. 27, 2012, 5 pages.
Vacher et al. “Speech Recognition in a Smart Home: Some Experiments for Telemonitoring,” 2009 Proceedings of the 5th Conference on Speech Technology and Human-Computer Dialogoue, Constant, 2009, 10 pages.
“S Voice or Google Now?”; https://web.archive.org/web/20160807040123/lowdown.carphonewarehouse.com/news/s-voice-or-google-now/ . . . , Apr. 28, 2015; 4 pages.
Wung et al. “Robust Acoustic Echo Cancellation in the Short-Time Fourier Transform Domain Using Adaptive Crossband Filters” IEEE International Conference on Acoustic, Speech and Signal Processing ICASSP, 2014, p. 1300-1304.
Xiao et al. “A Learning-Based Approach to Direction of Arrival Estimation in Noisy and Reverberant Environments,” 2015 IEEE International Conference on Acoustics, Speech and Signal Processing, Apr. 19, 2015, 5 pages.
Yamaha DME 64 Owner's Manual; copyright 2004, 80 pages.
Yamaha DME Designer 3.0 Owner's Manual; Copyright 2008, 501 pages.
Yamaha DME Designer 3.5 setup manual guide; copyright 2004, 16 pages.
Yamaha DME Designer 3.5 User Manual; Copyright 2004, 507 pages.
Freiberger, Kari, “Development and Evaluation of Source Localization Algorithms for Coincident Microphone Arrays,” Diploma Thesis, Apr. 1, 2010, 106 pages.
Giacobello et al. “A Sparse Nonuniformly Partitioned Multidelay Filter for Acoustic Echo Cancellation,” 2013, IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, Oct. 2013, New Paltz, NY, 4 pages.
Giacobello et al. “Tuning Methodology for Speech Enhancement Algorithms using a Simulated Conversational Database and Perceptual Objective Measures,” 2014, 4th Joint Workshop on Hands-free Speech Communication and Microphone Arrays HSCMA, 2014, 5 pages.
Han et al. “Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding.” ICLR 2016, Feb. 15, 2016, 14 pages.
Hans Speidel: “Chatbot Training: How to use training data to provide fully automated customer support”, Jun. 29, 2017, pp. 1-3, XP055473185, Retrieved from the Internet: URL:https://www.crowdguru.de/wp-content/uploads/Case-Study-Chatbot-training-How-to-use-training-data-to-provide-fully-automated-customer-support.pdf [retrieved on May 7, 2018].
Helwani et al. “Source-domain adaptive filtering for MIMO systems with application to acoustic echo cancellation”, Acoustics Speech and Signal Processing, 2010 IEEE International Conference, Mar. 14, 2010, 4 pages.
Hirano et al. “A Noise-Robust Stochastic Gradient Algorithm with an Adaptive Step-Size Suitable for Mobile Hands-Free Telephones,” 1995, International Conference on Acoustics, Speech, and Signal Processing, vol. 2, 4 pages.
Indian Patent Office, Examination Report dated May 24, 2021, issued in connection with Indian Patent Application No. 201847035595, 6 pages.
Indian Patent Office, Examination Report dated Feb. 25, 2021, issued in connection with Indian Patent Application No. 201847035625, 6 pages.
International Bureau, International Preliminary Report on Patentability and Written Opinion, dated Apr. 1, 2021, issued in connection with International Application No. PCT/US2019/052129, filed on Sep. 20, 2019, 13 pages.
International Bureau, International Preliminary Report on Patentability and Written Opinion, dated Jul. 1, 2021, issued in connection with International Application No. PCT/US2019/067576, filed on Dec. 19, 2019, 8 pages.
International Bureau, International Preliminary Report on Patentability and Written Opinion, dated Dec. 10, 2020, issued in connection with International Application No. PCT/US2019/033945, filed on May 25, 2018, 7 pages.
International Bureau, International Preliminary Report on Patentability and Written Opinion, dated Apr. 15, 2021, issued in connection with International Application No. PCT/US2019/054332, filed on Oct. 2, 2019, 9 pages.
International Bureau, International Preliminary Report on Patentability and Written Opinion, dated Mar. 25, 2021, issued in connection with International Application No. PCT/US2019/050852, filed on Sep. 12, 2019, 8 pages.
International Bureau, International Preliminary Report on Patentability and Written Opinion, dated Jan. 7, 2021, issued in connection with International Application No. PCT/US2019/039828, filed on Jun. 28, 2019,11 pages.
International Bureau, International Preliminary Report on Patentability and Written Opinion, dated Apr. 8, 2021, issued in connection with International Application No. PCT/US2019/052654, filed on Sep. 24, 2019, 7 pages.
International Bureau, International Preliminary Report on Patentability and Written Opinion, dated Apr. 8, 2021, issued in connection with International Application No. PCT/US2019/052841, filed on Sep. 25, 2019, 8 pages.
International Bureau, International Preliminary Report on Patentability and Written Opinion, dated Apr. 8, 2021, issued in connection with International Application No. PCT/US2019/053253, filed on Sep. 26, 2019, 10 pages.
International Bureau, International Preliminary Report on Patentability, dated Apr. 11, 2019, issued in connection with International Application No. PCT/US2017/0054063, filed on Sep. 28, 2017, 9 pages.
International Bureau, International Preliminary Report on Patentability, dated Jun. 17, 2021, issued in connection with International Application No. PCT/US2019/064907, filed on Dec. 6, 2019, 8 pages.
International Bureau, International Preliminary Report on Patentability, dated Mar. 2, 2021, issued in connection with International Application No. PCT/US2019/048558, filed on Aug. 28, 2019, 8 pages.
International Bureau, International Preliminary Report on Patentability, dated Feb. 20, 2020, issued in connection with International Application No. PCT/US2018/045397, filed on Aug. 6, 2018, 8 pages.
International Bureau, International Preliminary Report on Patentability, dated Apr. 23, 2019, issued in connection with International Application No. PCT/US2017/057220, filed on Oct. 18, 2017, 7 pages.
International Bureau, International Preliminary Report on Patentability, dated Mar. 31, 2020, issued in connection with International Application No. PCT/US2018053123, filed on Sep. 27, 2018, 12 pages.
International Bureau, International Preliminary Report on Patentability, dated Mar. 31, 2020, issued in connection with International Application No. PCT/US2018053472, filed on Sep. 28, 2018, 8 pages.
International Bureau, International Preliminary Report on Patentability, dated Mar. 31, 2020, issued in connection with International Application No. PCT/US2018053517, filed on Sep. 28, 2018, 10 pages.
International Bureau, International Preliminary Report on Patentability, dated Sep. 7, 2018, issued in connection with International Application No. PCT/US2017/018728, filed on Feb. 21, 2017, 8 pages.
International Bureau, International Preliminary Report on Patentability, dated Sep. 7, 2018, issued in connection with International Application No. PCT/US2017/018739, filed on Feb. 21, 2017, 7 pages.
International Bureau, International Search Report and Written Opinion dated Nov. 10, 2020, issued in connection with International Application No. PCT/US2020/044250, filed on Jul. 30, 2020, 15 pages.
International Bureau, International Search Report and Written Opinion dated Dec. 11, 2019, issued in connection with International Application No. PCT/US2019/052129, filed on Sep. 20, 2019, 18 pages.
International Bureau, International Search Report and Written Opinion dated Nov. 13, 2018, issued in connection with International Application No. PCT/US2018/045397, filed on Aug. 6, 2018, 11 pages.
International Bureau, International Search Report and Written Opinion dated Jan. 14, 2019, issued in connection with International Application No. PCT/US2018053472, filed on Sep. 28, 2018, 10 pages.
International Bureau, International Search Report and Written Opinion dated Jul. 14, 2020, issued in connection with International Application No. PCT/US2020/017150, filed on Feb. 7, 2020, 27 pages.
International Bureau, International Search Report and Written Opinion dated Jul. 17, 2019, issued in connection with International Application No. PCT/US2019/032934, filed on May 17, 2019, 17 pages.
International Bureau, International Search Report and Written Opinion dated Nov. 18, 2019, issued in connection with International Application No. PCT/US2019/048558, filed on Aug. 28, 2019, 11 pages.
International Bureau, International Search Report and Written Opinion dated Nov. 18, 2019, issued in connection with International Application No. PCT/US2019052841, filed on Sep. 25, 2019, 12 pages.
International Bureau, International Search Report and Written Opinion dated Mar. 2, 2020, issued in connection with International Application No. PCT/US2019064907, filed on Dec. 6, 2019, 11 pages.
International Bureau, International Search Report and Written Opinion dated Dec. 20, 2019, issued in connection with International Application No. PCT/US2019052654, filed on Sep. 24, 2019, 11 pages.
International Bureau, International Search Report and Written Opinion dated Sep. 21, 2020, issued in connection with International Application No. PCT/US2020/037229, filed on Jun. 11, 2020, 17 pages.
International Bureau, International Search Report and Written Opinion dated Apr. 23, 2021, issued in connection with International Application No. PCT/US2021/070007, filed on Jan. 6, 2021, 11 pages.
International Bureau, International Search Report and Written Opinion dated Sep. 27, 2019, issued in connection with International Application No. PCT/US2019/039828, filed on Jun. 28, 2019, 13 pages.
International Bureau, International Search Report and Written Opinion dated Nov. 29, 2019, issued in connection with International Application No. PCT/US2019/053523, filed on Sep. 29, 2019, 14 pages.
International Bureau, International Search Report and Written Opinion dated Sep. 4, 2019, issued in connection with International Application No. PCT/US2019/033945, filed on May 24, 2019, 8 pages.
International Bureau, International Search Report and Written Opinion dated Dec. 6, 2019, issued in connection with International Application No. PCT/US2019050852, filed on Sep. 12, 2019, 10 pages.
International Bureau, International Search Report and Written Opinion dated Apr. 8, 2020, issued in connection with International Application No. PCT/US2019/067576, filed on Dec. 19, 2019, 12 pages.
International Searching Authority, International Search Report and Written Opinion dated Dec. 19, 2018, in connection with International Application No. PCT/US2018/053517, 13 pages.
International Searching Authority, International Search Report and Written Opinion dated Nov. 22, 2017, issued in connection with International Application No. PCT/US2017/054063, filed on Sep. 28, 2017, 11 pages.
International Searching Authority, International Search Report and Written Opinion dated Jan. 23, 2018, issued in connection with International Application No. PCT/US2017/57220, filed on Oct. 18, 2017, 8 pages.
International Searching Authority, International Search Report and Written Opinion dated May 23, 2017, issued in connection with International Application No. PCT/US2017/018739, Filed on Feb. 21, 2017, 10 pages.
International Searching Authority, International Search Report and Written Opinion dated Oct. 23, 2017, issued in connection with International Application No. PCT/US2017/042170, filed on Jul. 14, 2017, 15 pages.
International Searching Authority, International Search Report and Written Opinion dated Oct. 24, 2017, issued in connection with International Application No. PCT/US2017/042227, filed on Jul. 14, 2017, 16 pages.
International Searching Authority, International Search Report and Written Opinion dated May 30, 2017, issued in connection with International Application No. PCT/US2017/018728, Filed on Feb. 21, 2017, 11 pages.
Japanese Patent Office, Decision of Refusal and Translation dated Jun. 8, 2021, issued in connection with Japanese Patent Application No. 2019-073348, 5 pages.
Japanese Patent Office, English Translation of Office Action dated Nov. 17, 2020, issued in connection with Japanese Application No. 2019-145039, 5 pages.
Japanese Patent Office, English Translation of Office Action dated Aug. 27, 2020, issued in connection with Japanese Application No. 2019-073349, 6 pages.
Japanese Patent Office, English Translation of Office Action dated Jul. 30, 2020, issued in connection with Japanese Application No. 2019-517281, 26 pages.
Japanese Patent Office, Non-Final Office Action and Translation dated Nov. 5, 2019, issued in connection with Japanese Patent Application No. 2019-517281, 6 pages.
Japanese Patent Office, Notice of Reasons for Refusal and Translation dated Jun. 22, 2021, issued in connection with Japanese Patent Application No. 2020-517935, 4 pages.
Japanese Patent Office, Office Action and Translation dated Mar. 16, 2021, issued in connection with Japanese Patent Application No. 2020-506725, 7 pages.
Japanese Patent Office, Office Action and Translation dated Nov. 17, 2020, issued in connection with Japanese Patent Application No. 2019-145039, 7 pages.
Japanese Patent Office, Office Action and Translation dated Apr. 20, 2021, issued in connection with Japanese Patent Application No. 2020-513852, 9 pages.
Japanese Patent Office, Office Action and Translation dated Feb. 24, 2021, issued in connection with Japanese Patent Application No. 2019-517281, 4 pages.
Japanese Patent Office, Office Action and Translation dated Apr. 27, 2021, issued in connection with Japanese Patent Application No. 2020-518400, 10 pages.
Japanese Patent Office, Office Action and Translation dated Aug. 27, 2020, issued in connection with Japanese Patent Application No. 2019-073349, 6 pages.
Japanese Patent Office, Office Action and Translation dated Jul. 30, 2020, issued in connection with Japanese Patent Application No. 2019-517281, 6 pages.
Japanese Patent Office, Office Action and Translation dated Jul. 6, 2020, issued in connection with Japanese Patent Application No. 2019-073348, 10 pages.
Japanese Patent Office, Office Action and Translation dated Jul. 6, 2021, issued in connection with Japanese Patent Application No. 2019-073349, 6 pages.
Japanese Patent Office, Office Action and Translation dated Oct. 8, 2019, issued in connection with Japanese Patent Application No. 2019-521032, 5 pages.
Japanese Patent Office, Office Action Translation dated Nov. 5, 2019, issued in connection with Japanese Patent Application No. 2019-517281, 2 pages.
Japanese Patent Office, Office Action Translation dated Oct. 8, 2019, issued in connection with Japanese Patent Application No. 2019-521032, 8 pages.
Jo et al., “Synchronized One-to-many Media Streaming with Adaptive Playout Control,” Proceedings of SPIE, 2002, pp. 71-82, vol. 4861.
Johnson, “Implementing Neural Networks into Modem Technology,” IJCNN'99. International Joint Conference on Neural Networks. Proceedings [Cat. No. 99CH36339], Washington, DC, USA, 1999, pp. 1028-1032, vol. 2, doi: 10.1109/IJCNN.1999.831096. [retrieved on Jun. 22, 2020].
Jones, Stephen, “Dell Digital Audio Receiver: Digital upgrade for your analog stereo,” Analog Stereo, Jun. 24, 2000 http://www.reviewsonline.com/articles/961906864.htm retrieved Jun. 18, 2014, 2 pages.
Jose Alvarez and Mathieu Salzmann “Compression-aware Training of Deep Networks” 31st Conference on Neural Information Processing Systems, Nov. 13, 2017, 12pages.
Joseph Szurley et al, “Efficient computation of microphone utility in a wireless acoustic sensor network with multi-channel Wiener filter based noise reduction”, 2012 IEEE International Conference on Acoustics, Speech and Signal Processing, Kyoto, Japan, Mar. 25-30, 2012, pp. 2657-2660, XP032227701, DOI: 10.1109/ICASSP .2012.6288463 ISBN: 978-1-4673-0045-2.
Korean Patent Office, Korean Examination Report and Translation dated Apr. 26, 2021, issued in connection with Korean Application No. 10-2021-7008937, 15 pages.
Korean Patent Office, Korean Office Action and Translation dated Aug. 16, 2019, issued in connection with Korean Application No. 10-2018-7027452, 14 pages.
Korean Patent Office, Korean Office Action and Translation dated Apr. 2, 2020, issued in connection with Korean Application No. 10-2020-7008486, 12 pages.
Korean Patent Office, Korean Office Action and Translation dated Mar. 25, 2020, issued in connection with Korean Application No. 10-2019-7012192, 14 pages.
Korean Patent Office, Korean Office Action and Translation dated Aug. 26, 2020, issued in connection with Korean Application No. 10-2019-7027640, 16 pages.
Korean Patent Office, Korean Office Action and Translation dated Mar. 30, 2020, issued in connection with Korean Application No. 10-2020-7004425, 5 pages.
Korean Patent Office, Korean Office Action and Translation dated Jan. 4, 2021, issued in connection with Korean Application No. 10-2020-7034425, 14 pages.
Korean Patent Office, Korean Office Action and Translation dated Sep. 9, 2019, issued in connection with Korean Application No. 10-2018-7027451, 21 pages.
Korean Patent Office, Korean Office Action dated May 8, 2019, issued in connection with Korean Application No. 10-2018-7027451, 7 pages.
Korean Patent Office, Korean Office Action dated May 8, 2019, issued in connection with Korean Application No. 10-2018-7027452, 5 pages.
Louderback, Jim, “Affordable Audio Receiver Furnishes Homes With MP3,” TechTV Vault. Jun. 28, 2000 retrieved Jul. 10, 2014, 2 pages.
Maja Taseska and Emanual A.P. Habets, “MMSE-Based Blind Source Extraction in Diffuse Noise Fields Using a Complex Coherence-Based a Priori Sap Estimator.” International Workshop on Acoustic Signal Enhancement 2012, Sep. 4-6, 2012, 4pages.
Morales-Cordovilla et al. “Room Localization for Distant Speech Recognition,” Proceedings of Interspeech 2014, Sep. 14, 2014, 4 pages.
Newman, Jared. “Chromecast Audio's multi-room support has arrived,” Dec. 11, 2015, https://www.pcworld.com/article/3014204/customer-electronic/chromcase-audio-s-multi-room-support-has . . . , 1 page.
Ngo et al. “Incorporating the Conditional Speech Presence Probability in Multi-Channel Wiener Filter Based Noise Reduction in Hearing Aids.” EURASIP Journal on Advances in Signal Processing vol. 2009, Jun. 2, 2009, 11 pages.
Non-Final Office Action dated Jul. 12, 2021, issued in connection with U.S. Appl. No. 17/008,104, filed Aug. 31, 2020, 6 pages.
Non-Final Office Action dated Jun. 18, 2021, issued in connection with U.S. Appl. No. 17/236,559, filed Apr. 21, 2021, 9 pages.
Non-Final Office Action dated Apr. 21, 2021, issued in connection with U.S. Appl. No. 16/109,375, filed Aug. 22, 2018, 9 pages.
Non-Final Office Action dated Dec. 21, 2020, issued in connection with U.S. Appl. No. 16/153,530, filed Oct. 5, 2018, 22 pages.
Non-Final Office Action dated Apr. 23, 2021, issued in connection with U.S. Appl. No. 16/660,197, filed Oct. 22, 2019, 9 pages.
Non-Final Office Action dated Jun. 25, 2021, issued in connection with U.S. Appl. No. 16/213,570, filed Dec. 7, 2018, 11 pages.
Non-Final Office Action dated Jul. 8, 2021, issued in connection with U.S. Appl. No. 16/813,643, filed Mar. 9, 2020, 12 pages.
Non-Final Office Action dated Dec. 9, 2020, issued in connection with U.S. Appl. No. 16/271,550, filed Feb. 8, 2019, 35 pages.
Non-Final Office Action dated Jul. 9, 2021, issued in connection with U.S. Appl. No. 16/806,747, filed Mar. 2, 2020, 18 pages.
Non-Final Office Action dated Jun. 1, 2017, issued in connection with U.S. Appl. No. 15/223,218, filed Jul. 29, 2016, 7 pages.
Non-Final Office Action dated Nov. 2, 2017, issued in connection with U.S. Appl. No. 15/584,782, filed May 2, 2017, 11 pages.
Non-Final Office Action dated Nov. 3, 2017, issued in connection with U.S. Appl. No. 15/438,741, filed Feb. 21, 2017, 11 pages.
Non-Final Office Action dated Nov. 4, 2019, issued in connection with U.S. Appl. No. 16/022,662, filed Jun. 28, 2018, 16 pages.
Non-Final Office Action dated Sep. 5, 2019, issued in connection with U.S. Appl. No. 16/416,752, filed May 20, 2019, 14 pages.
Non-Final Office Action dated Feb. 7, 2017, issued in connection with U.S. Appl. No. 15/131,244, filed Apr. 18, 2016, 12 pages.
Non-Final Office Action dated Feb. 8, 2017, issued in connection with U.S. Appl. No. 15/098,892, filed Apr. 14, 2016, 17 pages.
Non-Final Office Action dated Mar. 9, 2017, issued in connection with U.S. Appl. No. 15/098,760, filed Apr. 14, 2016, 13 pages.
Non-Final Office Action dated Oct. 9, 2019, issued in connection with U.S. Appl. No. 15/936,177, filed Mar. 26, 2018, 16 pages.
Non-Final Office Action dated Jul. 1, 2020, issued in connection with U.S. Appl. No. 16/138,111, filed Sep. 21, 2018, 14 pages.
Non-Final Office Action dated Jan. 10, 2018, issued in connection with U.S. Appl. No. 15/098,718, filed Apr. 14, 2016, 15 pages.
Non-Final Office Action dated Jan. 10, 2018, issued in connection with U.S. Appl. No. 15/229,868, filed Aug. 5, 2016, 13 pages.
Non-Final Office Action dated Jan. 10, 2018, issued in connection with U.S. Appl. No. 15/438,725, filed Feb. 21, 2017, 15 pages.
Non-Final Office Action dated Sep. 10, 2018, issued in connection with U.S. Appl. No. 15/670,361, filed Aug. 7, 2017, 17 pages.
Non-Final Office Action dated Feb. 11, 2021, issued in connection with U.S. Appl. No. 16/876,493, filed May 18, 2020, 16 pages.
Non-Final Office Action dated Mar. 11, 2021, issued in connection with U.S. Appl. No. 16/834,483, filed Mar. 30, 2020, 11 pages.
Non-Final Office Action dated Oct. 11, 2019, issued in connection with U.S. Appl. No. 16/177,185, filed Oct. 31, 2018, 14 pages.
Non-Final Office Action dated Sep. 11, 2020, issued in connection with U.S. Appl. No. 15/989,715, filed May 25, 2018, 8 pages.
Non-Final Office Action dated Sep. 11, 2020, issued in connection with U.S. Appl. No. 16/219,702, filed Dec. 13, 2018, 9 pages.
Non-Final Office Action dated Apr. 12, 2021, issued in connection with U.S. Appl. No. 16/528,224, filed Jul. 31, 2019, 9 pages.
Non-Final Office Action dated Dec. 12, 2016, issued in connection with U.S. Appl. No. 15/098,718, filed Apr. 14, 2016, 11 pages.
Non-Final Office Action dated Feb. 12, 2019, issued in connection with U.S. Appl. No. 15/670,361, filed Aug. 7, 2017, 13 pages.
Non-Final Office Action dated Jan. 13, 2017, issued in connection with U.S. Appl. No. 15/098,805, filed Apr. 14, 2016, 11 pages.
Non-Final Office Action dated Nov. 13, 2018, issued in connection with U.S. Appl. No. 15/717,621, filed Sep. 27, 2017, 23 pages.
Non-Final Office Action dated Nov. 13, 2018, issued in connection with U.S. Appl. No. 16/160,107, filed Oct. 15, 2018, 8 pages.
Non-Final Office Action dated Nov. 13, 2019, issued in connection with U.S. Appl. No. 15/984,073, filed May 18, 2018, 18 pages.
Non-Final Office Action dated May 14, 2020, issued in connection with U.S. Appl. No. 15/948,541, filed an Apr. 9, 2018, 8 pages.
Non-Final Office Action dated Sep. 14, 2017, issued in connection with U.S. Appl. No. 15/178,180, filed Jun. 9, 2016, 16 pages.
Non-Final Office Action dated Sep. 14, 2018, issued in connection with U.S. Appl. No. 15/959,907, filed Apr. 23, 2018, 15 pages.
Non-Final Office Action dated Apr. 15, 2020, issued in connection with U.S. Appl. No. 16/138,111, filed Sep. 21, 2018, 15 pages.
Non-Final Office Action dated Dec. 15, 2020, issued in connection with U.S. Appl. No. 17/087,423, filed Nov. 2, 2020, 7 pages.
Non-Final Office Action dated Jan. 15, 2019, issued in connection with U.S. Appl. No. 16/173,797, filed Oct. 29, 2018, 6 pages.
Non-Final Office Action dated Nov. 15, 2019, issued in connection with U.S. Appl. No. 16/153,530, filed Oct. 5, 2018, 17 pages.
Non-Final Office Action dated Mar. 16, 2018, issued in connection with U.S. Appl. No. 15/681,937, filed Aug. 21, 2017, 5 pages.
Non-Final Office Action dated Oct. 16, 2018, issued in connection with U.S. Appl. No. 15/131,254, filed Apr. 18, 2016, 16 pages.
Non-Final Office Action dated Sep. 17, 2020, issued in connection with U.S. Appl. No. 16/600,949, filed Oct. 14, 2019, 29 pages.
Non-Final Office Action dated Apr. 18, 2018, issued in connection with U.S. Appl. No. 15/811,468 filed Nov. 13, 2017, 14 pages.
Non-Final Office Action dated Jan. 18, 2019, issued in connection with U.S. Appl. No. 15/721,141, filed Sep. 29, 2017, 18 pages.
Non-Final Office Action dated Oct. 18, 2019, issued in connection with U.S. Appl. No. 15/098,760, filed Apr. 14, 2016, 27 pages.
Non-Final Office Action dated Sep. 18, 2019, issued in connection with U.S. Appl. No. 16/179,779, filed Nov. 2, 2018, 14 pages.
Non-Final Office Action dated Apr. 19, 2017, issued in connection with U.S. Appl. No. 15/131,776, filed Apr. 18, 2016, 12 pages.
Non-Final Office Action dated Dec. 19, 2019, issued in connection with U.S. Appl. No. 16/147,710, filed Sep. 29, 2018, 10 pages.
Non-Final Office Action dated Feb. 19, 2020, issued in connection with U.S. Appl. No. 16/148,879, filed Oct. 1, 2018, 15 pages.
Non-Final Office Action dated Sep. 2, 2020, issued in connection with U.S. Appl. No. 16/290,599, filed Mar. 1, 2019, 17 pages.
Non-Final Office Action dated Feb. 20, 2018, issued in connection with U.S. Appl. No. 15/211,748, filed Jul. 15, 2016, 31 pages.
Non-Final Office Action dated Jun. 20, 2019, issued in connection with U.S. Appl. No. 15/946,585, filed Apr. 5, 2018, 10 pages.
Non-Final Office Action dated Aug. 21, 2019, issued in connection with U.S. Appl. No. 16/192,126, filed Nov. 15, 2018, 8 pages.
Non-Final Office Action dated Feb. 21, 2019, issued in connection with U.S. Appl. No. 16/214,666, filed Dec. 10, 2018, 12 pages.
Non-Final Office Action dated Jan. 21, 2020, issued in connection with U.S. Appl. No. 16/214,711, filed Dec. 10, 2018, 9 pages.
Non-Final Office Action dated Jan. 21, 2020, issued in connection with U.S. Appl. No. 16/598,125, filed Oct. 10, 2019, 25 pages.
Non-Final Office Action dated Oct. 21, 2019, issued in connection with U.S. Appl. No. 15/973,413, filed May 7, 2018, 10 pages.
Non-Final Office Action dated Jul. 22, 2020, issued in connection with U.S. Appl. No. 16/145,275, filed Sep. 28, 2018, 11 pages.
Non-Final Office Action dated May 22, 2018, issued in connection with U.S. Appl. No. 15/946,599, filed Apr. 5, 2018, 19 pages.
Non-Final Office Action dated Sep. 22, 2020, issued in connection with U.S. Appl. No. 16/539,843, filed Aug. 13, 2019, 7 pages.
Non-Final Office Action dated Jun. 23, 2021, issued in connection with U.S. Appl. No. 16/439,032, filed Jun. 12, 2019, 13 pages.
Non-Final Office Action dated May 23, 2019, issued in connection with U.S. Appl. No. 16/154,071, filed Oct. 8, 2018, 36 pages.
Non-Final Office Action dated Nov. 23, 2020, issued in connection with U.S. Appl. No. 16/524,306, filed Jul. 29, 2019, 14 pages.
Non-Final Office Action dated Sep. 23, 2020, issued in connection with U.S. Appl. No. 16/177,185, filed Oct. 31, 2018, 17 pages.
Non-Final Office Action dated Aug. 24, 2017, issued in connection with U.S. Appl. No. 15/297,627, filed Oct. 19, 2016, 13 pages.
Non-Final Office Action dated Jul. 24, 2019, issued in connection with U.S. Appl. No. 16/439,009, filed Jun. 12, 2019, 26 pages.
Non-Final Office Action dated Jul. 25, 2017, issued in connection with U.S. Appl. No. 15/273,679, filed Jul. 22, 2016, 11 pages.
Non-Final Office Action dated Dec. 26, 2018, issued in connection with U.S. Appl. No. 16/154,469, filed Oct. 8, 2018, 7 pages.
Non-Final Office Action dated Jan. 26, 2017, issued in connection with U.S. Appl. No. 15/098,867, filed Apr. 14, 2016, 16 pages.
Non-Final Office Action dated Oct. 26, 2017, issued in connection with U.S. Appl. No. 15/438,744, filed Feb. 21, 2017, 12 pages.
Non-Final Office Action dated Jun. 27, 2018, issued in connection with U.S. Appl. No. 15/438,749, filed Feb. 21, 2017, 16 pages.
Non-Final Office Action dated Jun. 27, 2019, issued in connection with U.S. Appl. No. 16/437,437, filed Jun. 11, 2019, 8 pages.
Non-Final Office Action dated Jun. 27, 2019, issued in connection with U.S. Appl. No. 16/437,476, filed Jun. 11, 2019, 8 pages.
Non-Final Office Action dated Mar. 27, 2020, issued in connection with U.S. Appl. No. 16/790,621, filed Feb. 13, 2020, 8 pages.
Non-Final Office Action dated May 27, 2020, issued in connection with U.S. Appl. No. 16/715,713, filed Dec. 16, 2019, 14 pages.
Non-Final Office Action dated Oct. 27, 2020, issued in connection with U.S. Appl. No. 16/213,570, filed Dec. 7, 2018, 13 pages.
Non-Final Office Action dated Oct. 27, 2020, issued in connection with U.S. Appl. No. 16/715,984, filed Dec. 16, 2019, 14 pages.
Non-Final Office Action dated Oct. 27, 2020, issued in connection with U.S. Appl. No. 16/819,755, filed Mar. 16, 2020, 8 pages.
Non-Final Office Action dated Oct. 28, 2019, issued in connection with U.S. Appl. No. 16/145,275, filed Sep. 28, 2018, 11 pages.
Non-Final Office Action dated Mar. 29, 2019, issued in connection with U.S. Appl. No. 16/102,650, filed Aug. 13, 2018, 11 pages.
Non-Final Office Action dated Mar. 29, 2021, issued in connection with U.S. Appl. No. 16/528,265, filed Jul. 31, 2019, 18 pages.
Non-Final Office Action dated Sep. 29, 2020, issued in connection with U.S. Appl. No. 16/402,617, filed May 3, 2019, 12 pages.
Non-Final Office Action dated Dec. 3, 2020, issued in connection with U.S. Appl. No. 16/145,275, filed Sep. 28, 2018, 11 pages.
Non-Final Office Action dated Jul. 3, 2019, issued in connection with U.S. Appl. No. 15/948,541, filed Apr. 9, 2018, 7 pages.
Non-Final Office Action dated May 3, 2019, issued in connection with U.S. Appl. No. 16/178,122, filed Nov. 1, 2018, 14 pages.
Non-Final Office Action dated Oct. 3, 2018, issued in connection with U.S. Appl. No. 16/102,153, filed Aug. 13, 2018, 20 pages.
Non-Final Office Action dated Apr. 30, 2019, issued in connection with U.S. Appl. No. 15/718,521, filed Sep. 28, 2017, 39 pages.
Non-Final Office Action dated Jun. 30, 2017, issued in connection with U.S. Appl. No. 15/277,810, filed Sep. 27, 2016, 13 pages.
Non-Final Office Action dated Apr. 4, 2019, issued in connection with U.S. Appl. No. 15/718,911, filed Sep. 28, 2017, 21 pages.
Non-Final Office Action dated Aug. 4, 2020, issued in connection with U.S. Appl. No. 16/600,644, filed Oct. 14, 2019, 30 pages.
Non-Final Office Action dated Jan. 4, 2019, issued in connection with U.S. Appl. No. 15/948,541, filed Apr. 9, 2018, 6 pages.
Non-Final Office Action dated Apr. 6, 2020, issued in connection with U.S. Appl. No. 16/424,825, filed May 29, 2019, 22 pages.
Non-Final Office Action dated Feb. 6, 2018, issued in connection with U.S. Appl. No. 15/211,689, filed Jul. 15, 2016, 32 pages.
Non-Final Office Action dated Feb. 6, 2018, issued in connection with U.S. Appl. No. 15/237,133, filed Aug. 15, 2016, 6 pages.
Non-Final Office Action dated Jan. 6, 2021, issued in connection with U.S. Appl. No. 16/439,046, filed Jun. 12, 2019, 13 pages.
Non-Final Office Action dated Mar. 6, 2020, issued in connection with U.S. Appl. No. 16/141,875, filed Sep. 25, 2018, 8 pages.
Non-Final Office Action dated Sep. 6, 2017, issued in connection with U.S. Appl. No. 15/131,254, filed Apr. 18, 2016, 13 pages.
Non-Final Office Action dated Sep. 6, 2018, issued in connection with U.S. Appl. No. 15/098,760, filed Apr. 14, 2016, 29 pages.
Non-Final Office Action dated Sep. 8, 2020, issued in connection with U.S. Appl. No. 15/936,177, filed Mar. 26, 2018, 19 pages.
Non-Final Office Action dated Apr. 9, 2018, issued in connection with U.S. Appl. No. 15/804,776, filed Nov. 6, 2017, 18 pages.
Non-Final Office Action dated Apr. 9, 2021, issued in connection with U.S. Appl. No. 16/780,483, filed Feb. 3, 2020, 45 pages.
Non-Final Office Action dated Feb. 9, 2021, issued in connection with U.S. Appl. No. 16/806,747, filed Mar. 2, 2020, 16 pages.
Non-Final Office Action dated May 9, 2018, issued in connection with U.S. Appl. No. 15/818,051, filed Nov. 20, 2017, 22 pages.
Non-Final Office Action dated Sep. 9, 2020, issued in connection with U.S. Appl. No. 16/168,389, filed Oct. 23, 2018, 29 pages.
Notice of Allowance dated Mar. 31, 2021, issued in connection with U.S. Appl. No. 16/813,643, filed Mar. 9, 2020, 11 pages.
Advisory Action dated Jun. 10, 2020, issued in connection with U.S. Appl. No. 15/936,177, filed Mar. 26, 2018, 4 pages.
Advisory Action dated Apr. 23, 2021, issued in connection with U.S. Appl. No. 16/219,702, filed Dec. 13, 2018, 3 pages.
Advisory Action dated Apr. 24, 2020, issued in connection with U.S. Appl. No. 15/948,541, filed Apr. 9, 2018, 4 pages.
Advisory Action dated Jun. 28, 2018, issued in connection with U.S. Appl. No. 15/438,744, filed Feb. 21, 2017, 3 pages.
Advisory Action dated Dec. 31, 2018, issued in connection with U.S. Appl. No. 15/804,776, filed Nov. 6, 2017, 4 pages.
Advisory Action dated Jun. 9, 2020, issued in connection with U.S. Appl. No. 16/145,275, filed Sep. 28, 2018, 3 pages.
Anonymous,. S Voice or Google Now—The Lowdown. Apr. 28, 2015, 9 pages. [online], [retrieved on Nov. 29, 2017], Retrieved from the Internet (URL:http://web.archive.org/web/20160807040123/http://lowdown.carphonewarehouse.com/news/s-voice-or-google-now/29958/).
Anonymous: “What are the function of 4 Microphones on iPhone 6S/6S+?”, ETrade Supply, Dec. 24, 2015, XP055646381, Retrieved from the Internet: URL:https://www.etradesupply.com/blog/4-microphones-iphone-6s6s-for/ [retrieved on Nov. 26, 2019].
AudioTron Quick Start Guide, Version 1.0, Mar. 2001, 24 pages.
AudioTron Reference Manual, Version 3.0, May 2002, 70 pages.
AudioTron Setup Guide, Version 3.0, May 2002, 38 pages.
Australian Patent Office, Australian Examination Report Action dated Apr. 14, 2020, issued in connection with Australian Application No. 2019202257, 3 pages.
Australian Patent Office, Australian Examination Report Action dated Oct. 3, 2019, issued in connection with Australian Application No. 2018230932, 3 pages.
Australian Patent Office, Australian Examination Report Action dated Apr. 7, 2021, issued in connection with Australian Application No. 2019333058, 2 pages.
Australian Patent Office, Australian Examination Report Action dated Aug. 7, 2020, issued in connection with Australian Application No. 2019236722, 4 pages.
Australian Patent Office, Examination Report dated Jun. 28, 2021, issued in connection with Australian Patent Application No. 2019395022, 2 pages.
Australian Patent Office, Examination Report dated Oct. 30, 2018, issued in connection with Australian Application No. 2017222436, 3 pages.
“Automatic Parameter Tying in Neural Networks” ICLR 2018, 14 pages.
Bertrand et al. “Adaptive Distributed Noise Reduction for Speech Enhancement in Wireless Acoustic Sensor Networks” Jan. 2010, 4 pages.
Bluetooth. “Specification of the Bluetooth System: The ad hoc SCATTERNET for affordable and highly functional wireless connectivity,” Core, Version 1.0 A, Jul. 26, 1999, 1068 pages.
Bluetooth. “Specification of the Bluetooth System: Wireless connections made easy,” Core, Version 1.0 B, Dec. 1, 1999, 1076 pages.
Canadian Patent Office, Canadian Examination Report dated Mar. 9, 2021, issued in connection with Canadian Application No. 3067776, 5 pages.
Canadian Patent Office, Canadian Office Action dated Nov. 14, 2018, issued in connection with Canadian Application No. 3015491, 3 pages.
Chinese Patent Office, Chinese Office Action and Translation dated Jul. 2, 2021, issued in connection with Chinese Application No. 201880077216.4, 22 pages.
Chinese Patent Office, Chinese Office Action and Translation dated Mar. 30, 2021, issued in connection with Chinese Application No. 202010302650.7, 15 pages.
Chinese Patent Office, First Office Action and Translation dated Mar. 20, 2019, issued in connection with Chinese Application No. 201780025028.2, 18 pages.
Chinese Patent Office, First Office Action and Translation dated Mar. 27, 2019, issued in connection with Chinese Application No. 201780025029.7, 9 pages.
Chinese Patent Office, First Office Action and Translation dated May 27, 2021, issued in connection with Chinese Application No. 201880026360.5, 15 pages.
Chinese Patent Office, First Office Action and Translation dated Dec. 28, 2020, issued in connection with Chinese Application No. 201880072203.8, 11 pages.
Chinese Patent Office, First Office Action and Translation dated Nov. 5, 2019, issued in connection with Chinese Application No. 201780072651.3, 19 pages.
Chinese Patent Office, First Office Action dated Feb. 28, 2020, issued in connection with Chinese Application No. 201780061543.6, 29 pages.
Chinese Patent Office, Second Office Action and Translation dated May 11, 2020, issued in connection with Chinese Application No. 201780061543.6, 17 pages.
Chinese Patent Office, Second Office Action and Translation dated Jul. 18, 2019, issued in connection with Chinese Application No. 201780025029.7, 14 pages.
Chinese Patent Office, Second Office Action and Translation dated Sep. 23, 2019, issued in connection with Chinese Application No. 201780025028.2, 15 pages.
Chinese Patent Office, Second Office Action and Translation dated Mar. 31, 2020, issued in connection with Chinese Application No. 201780072651.3, 17 pages.
Chinese Patent Office, Third Office Action and Translation dated Sep. 16, 2019, issued in connection with Chinese Application No. 201780025029.7, 14 pages.
Chinese Patent Office, Third Office Action and Translation dated Aug. 5, 2020, issued in connection with Chinese Application No. 201780072651.3, 10 pages.
Chinese Patent Office, Translation of Office Action dated Jul. 18, 2019, issued in connection with Chinese Application No. 201780025029.7, 8 pages.
Cipriani,. The complete list of OK, Google commands—CNET. Jul. 1, 2016, 5 pages, [online], [retrieved on Jan. 15, 2020]. Retrieved from the Internet: (URL:https://web.archive.org/web/20160803230926/https://www.cnet.com/how-to/complete-list-of-ok-google--commands/).
Corrected Notice of Allowability dated Mar. 8, 2017, issued in connection with U.S. Appl. No. 15/229,855, filed Aug. 5, 2016, 6 pages.
Dell, Inc. “Dell Digital Audio Receiver: Reference Guide,” Jun. 2000, 70 pages.
Dell, Inc. “Start Here,” Jun. 2000, 2 pages.
“Denon 2003-2004 Product Catalog,” Denon, 2003-2004, 44 pages.
European Patent Office, European EPC Article 94.3 dated Feb. 23, 2021, issued in connection with European Application No. 17200837.7, 8 pages.
European Patent Office, European EPC Article 94.3 dated Feb. 26, 2021, issued in connection with European Application No. 18789515.6, 8 pages.
European Patent Office, European Extended Search Report dated Nov. 25, 2020, issued in connection with European Application No. 20185599.6, 9 pages.
European Patent Office, European Extended Search Report dated Feb. 3, 2020, issued in connection with European Application No. 19197116.7, 9 pages.
European Patent Office, European Extended Search Report dated Jan. 3, 2019, issued in connection with European Application No. 177570702, 8 pages.
European Patent Office, European Extended Search Report dated Jan. 3, 2019, issued in connection with European Application No. 17757075.1, 9 pages.
European Patent Office, European Extended Search Report dated Oct. 30, 2017, issued in connection with EP Application No. 17174435.2, 11 pages.
European Patent Office, European Extended Search Report dated Aug. 6, 2020, issued in connection with European Application No. 20166332.5, 10 pages.
European Patent Office, European Office Action dated Jul. 1, 2020, issued in connection with European Application No. 17757075.1, 7 pages.
European Patent Office, European Office Action dated Jan. 14, 2020, issued in connection with European Application No. 17757070.2, 7 pages.
European Patent Office, European Office Action dated Jan. 21, 2021, issued in connection with European Application No. 17792272.1, 7 pages.
European Patent Office, European Office Action dated Jan. 22, 2019, issued in connection with European Application No. 17174435.2, 9 pages.
European Patent Office, European Office Action dated Sep. 23, 2020, issued in connection with European Application No. 18788976.1, 7 pages.
European Patent Office, European Office Action dated Oct. 26, 2020, issued in connection with European Application No. 18760101.8, 4 pages.
European Patent Office, European Office Action dated Aug. 30, 2019, issued in connection with European Application No. 17781608.9, 6 pages.
European Patent Office, European Office Action dated Sep. 9, 2020, issued in connection with European Application No. 18792656.3, 10 pages.
European Patent Office, Summons to Attend Oral Proceedings dated Dec. 20, 2019, issued in connection with European Application No. 17174435.2, 13 pages.
Fadilpasic,“Cortana can now be the default PDA on your Android”, IT Pro Portal: Accessed via WayBack Machine; http://web.archive.org/web/20171129124915/https://www.itproportal.com/2015/08/11/cortana-can-now-be- . . . , Aug. 11, 2015, 6 pages.
Final Office Action dated Oct. 6, 2017, issued in connection with U.S. Appl. No. 15/098,760, filed Apr. 14, 2016, 25 pages.
Final Office Action dated Feb. 10, 2021, issued in connection with U.S. Appl. No. 16/219,702, filed Dec. 13, 2018, 9 pages.
Final Office Action dated Feb. 10, 2021, issued in connection with U.S. Appl. No. 16/402,617, filed May 3, 2019, 13 pages.
Final Office Action dated Nov. 10, 2020, issued in connection with U.S. Appl. No. 16/600,644, filed Oct. 14, 2019, 19 pages.
Final Office Action dated Apr. 11, 2019, issued in connection with U.S. Appl. No. 15/131,254, filed Apr. 18, 2016, 17 pages.
Final Office Action dated Aug. 11, 2017, issued in connection with U.S. Appl. No. 15/131,776, filed Apr. 18, 2016, 7 pages.
Final Office Action dated Dec. 11, 2019, issued in connection with U.S. Appl. No. 16/227,308, filed Dec. 20, 2018, 10 pages.
Final Office Action dated Sep. 11, 2019, issued in connection with U.S. Appl. No. 16/178,122, filed Nov. 1, 2018, 13 pages.
Final Office Action dated Apr. 13, 2018, issued in connection with U.S. Appl. No. 15/131,254, filed Apr. 18, 2016, 18 pages.
Final Office Action dated Apr. 13, 2018, issued in connection with U.S. Appl. No. 15/438,744, filed Feb. 21, 2017, 20 pages.
Final Office Action dated May 13, 2020, issued in connection with U.S. Appl. No. 16/153,530, filed Oct. 5, 2018, 20 pages.
Final Office Action dated Jul. 15, 2021, issued in connection with U.S. Appl. No. 16/153,530, filed Oct. 5, 2018, 22 pages.
Final Office Action dated Jun. 15, 2017, issued in connection with U.S. Appl. No. 15/098,718, filed Apr. 14, 2016, 15 pages.
Final Office Action dated Jun. 15, 2021, issued in connection with U.S. Appl. No. 16/819,755, filed Mar. 16, 2020,12 pages.
Final Office Action dated Oct. 15, 2018, issued in connection with U.S. Appl. No. 15/804,776, filed Nov. 6, 2017, 18 pages.
Final Office Action dated Oct. 15, 2020, issued in connection with U.S. Appl. No. 16/109,375, filed Aug. 22, 2018, 9 pages.
Final Office Action dated Oct. 16, 2018, issued in connection with U.S. Appl. No. 15/438,725, filed Feb. 21, 2017, 10 pages.
Final Office Action dated May 18, 2020, issued in connection with U.S. Appl. No. 16/177,185, filed Oct. 31, 2018, 16 pages.
Final Office Action dated Feb. 21, 2018, issued in connection with U.S. Appl. No. 15/297,627, filed Oct. 19, 2016, 12 pages.
Final Office Action dated May 21, 2020, issued in connection with U.S. Appl. No. 15/989,715, filed May 25, 2018, 21 pages.
Final Office Action dated Feb. 22, 2021, issued in connection with U.S. Appl. No. 15/936,177, filed Mar. 26, 2018, 20 pages.
Final Office Action dated Feb. 22, 2021, issued in connection with U.S. Appl. No. 16/213,570, filed Dec. 7, 2018, 12 pages.
Final Office Action dated Jun. 22, 2020, issued in connection with U.S. Appl. No. 16/179,779, filed Nov. 2, 2018, 16 pages.
Final Office Action dated Mar. 23, 2020, issued in connection with U.S. Appl. No. 16/145,275, filed Sep. 28, 2018, 11 pages.
Final Office Action dated Feb. 24, 2020, issued in connection with U.S. Appl. No. 15/936,177, filed Mar. 26, 2018, 20 pages.
Final Office Action dated Apr. 26, 2019, issued in connection with U.S. Appl. No. 15/721,141, filed Sep. 29, 2017, 20 pages.
Final Office Action dated Apr. 30, 2019, issued in connection with U.S. Appl. No. 15/098,760, filed Apr. 14, 2016, 6 pages.
Final Office Action dated Jun. 4, 2021, issued in connection with U.S. Appl. No. 16/168,389, filed Oct. 23, 2018, 38 pages.
Final Office Action dated Feb. 5, 2019, issued in connection with U.S. Appl. No. 15/438,749, filed Feb. 21, 2017, 17 pages.
Final Office Action dated Feb. 7, 2020, issued in connection with U.S. Appl. No. 15/948,541, filed Apr. 9, 2018, 8 pages.
Final Office Action dated Jun. 8, 2021, issued in connection with U.S. Appl. No. 16/271,550, filed Feb. 8, 2019, 41 pages.
Final Office Action dated Sep. 8, 2020, issued in connection with U.S. Appl. No. 16/213,570, filed Dec. 7, 2018, 12 pages.
Fiorenza Arisio et al. “Deliverable 1.1 User Study, analysis of requirements and definition of the application task,” May 31, 2012, http://dirha.fbk.eu/sites/dirha.fbk.eu/files/docs/DIRHA_D1.1., 31 pages.
First Action Interview Office Action dated Mar. 8, 2021, issued in connection with U.S. Appl. No. 16/798,967, filed Feb. 24, 2020, 4 pages.
First Action Interview Office Action dated Aug. 14, 2019, issued in connection with U.S. Appl. No. 16/227,308, filed Dec. 20, 2018, 4 pages.
First Action Interview Office Action dated Jun. 15, 2020, issued in connection with U.S. Appl. No. 16/213,570, filed Dec. 7, 2018, 4 pages.
First Action Interview Office Action dated Jun. 2, 2020, issued in connection with U.S. Appl. No. 16/109,375, filed Aug. 22, 2018, 10 pages.
First Action Interview Office Action dated Jan. 22, 2020, issued in connection with U.S. Appl. No. 15/989,715, filed May 25, 2018, 3 pages.
First Action Interview Office Action dated Jul. 5, 2019, issued in connection with U.S. Appl. No. 16/227,308, filed Dec. 20, 2018, 4 pages.
Notice of Allowance dated Dec. 2, 2019, issued in connection with U.S. Appl. No. 15/718,521, filed Sep. 28, 2017, 15 pages.
Notice of Allowance dated Dec. 4, 2017, issued in connection with U.S. Appl. No. 15/277,810, filed Sep. 27, 2016, 5 pages.
Notice of Allowance dated Jul. 5, 2018, issued in connection with U.S. Appl. No. 15/237,133, filed Aug. 15, 2016, 5 pages.
Notice of Allowance dated Jul. 9, 2018, issued in connection with U.S. Appl. No. 15/438,741, filed Feb. 21, 2017, 5 pages.
Notice of Allowance dated Apr. 1, 2019, issued in connection with U.S. Appl. No. 15/935,966, filed Mar. 26, 2018, 5 pages.
Notice of Allowance dated Aug. 1, 2018, issued in connection with U.S. Appl. No. 15/297,627, filed Oct. 19, 2016, 9 pages.
Notice of Allowance dated Jun. 1, 2021, issued in connection with U.S. Appl. No. 16/219,702, filed Dec. 13, 2018, 8 pages.
Notice of Allowance dated Jun. 1, 2021, issued in connection with U.S. Appl. No. 16/685,135, filed Nov. 15, 2019, 10 pages.
Notice of Allowance dated Aug. 10, 2020, issued in connection with U.S. Appl. No. 16/424,825, filed May 29, 2019, 9 pages.
Notice of Allowance dated Feb. 10, 2021, issued in connection with U.S. Appl. No. 16/138,111, filed Sep. 21, 2018, 8 pages.
Notice of Allowance dated Apr. 11, 2018, issued in connection with U.S. Appl. No. 15/719,454, filed Sep. 28, 2017, 15 pages.
Notice of Allowance dated Oct. 11, 2019, issued in connection with U.S. Appl. No. 16/437,476, filed Jun. 11, 2019, 9 pages.
Notice of Allowance dated Sep. 11, 2019, issued in connection with U.S. Appl. No. 16/154,071, filed Oct. 8, 2018, 5 pages.
Notice of Allowance dated Dec. 12, 2018, issued in connection with U.S. Appl. No. 15/811,468, filed Nov. 13, 2017, 9 pages.
Notice of Allowance dated Jul. 12, 2017, issued in connection with U.S. Appl. No. 15/098,805, filed Apr. 14, 2016, 8 pages.
Notice of Allowance dated Jun. 12, 2019, issued in connection with U.S. Appl. No. 15/670,361, filed Aug. 7, 2017, 7 pages.
Notice of Allowance dated May 12, 2021, issued in connection with U.S. Appl. No. 16/402,617, filed May 3, 2019, 8 pages.
Notice of Allowance dated Sep. 12, 2018, issued in connection with U.S. Appl. No. 15/438,744, filed Feb. 21, 2017, 15 pages.
Notice of Allowance dated Dec. 13, 2017, issued in connection with U.S. Appl. No. 15/784,952, filed Oct. 16, 2017, 9 pages.
Notice of Allowance dated Feb. 13, 2019, issued in connection with U.S. Appl. No. 15/959,907, filed Apr. 23, 2018, 10 pages.
Notice of Allowance dated Jan. 13, 2020, issued in connection with U.S. Appl. No. 16/192,126, filed Nov. 15, 2018, 6 pages.
Notice of Allowance dated Jan. 13, 2021, issued in connection with U.S. Appl. No. 16/539,843, filed Aug. 13, 2019, 5 pages.
Notice of Allowance dated Nov. 13, 2020, issued in connection with U.S. Appl. No. 16/131,409, filed Sep. 14, 2018, 11 pages.
Notice of Allowance dated Aug. 14, 2017, issued in connection with U.S. Appl. No. 15/098,867, filed Apr. 14, 2016, 10 pages.
Notice of Allowance dated Aug. 14, 2020, issued in connection with U.S. Appl. No. 16/598,125, filed Oct. 10, 2019, 5 pages.
Notice of Allowance dated Feb. 14, 2017, issued in connection with U.S. Appl. No. 15/229,855, filed Aug. 5, 2016, 11 pages.
Notice of Allowance dated Jan. 14, 2021, issued in connection with U.S. Appl. No. 17/087,423, filed Nov. 2, 2020, 8 pages.
Notice of Allowance dated Jun. 14, 2017, issued in connection with U.S. Appl. No. 15/282,554, filed Sep. 30, 2016, 11 pages.
Notice of Allowance dated Nov. 14, 2018, issued in connection with U.S. Appl. No. 15/297,627, filed Oct. 19, 2016, 5 pages.
Notice of Allowance dated Dec. 15, 2017, issued in connection with U.S. Appl. No. 15/223,218, filed Jul. 29, 2016, 7 pages.
Notice of Allowance dated Jan. 15, 2020, issued in connection with U.S. Appl. No. 16/439,009, filed Jun. 12, 2019, 9 pages.
Notice of Allowance dated Mar. 15, 2019, issued in connection with U.S. Appl. No. 15/804,776, filed Nov. 6, 2017, 9 pages.
Notice of Allowance dated Oct. 15, 2019, issued in connection with U.S. Appl. No. 16/437,437, filed Jun. 11, 2019, 9 pages.
Notice of Allowance dated Oct. 15, 2020, issued in connection with U.S. Appl. No. 16/715,713, filed Dec. 16, 2019, 9 pages.
Notice of Allowance dated Apr. 16, 2021, issued in connection with U.S. Appl. No. 16/798,967, filed Feb. 24, 2020, 16 pages.
Notice of Allowance dated Aug. 16, 2017, issued in connection with U.S. Appl. No. 15/098,892, filed Apr. 14, 2016, 9 pages.
Notice of Allowance dated Aug. 17, 2017, issued in connection with U.S. Appl. No. 15/131,244, filed Apr. 18, 2016, 9 pages.
Notice of Allowance dated Feb. 17, 2021, issued in connection with U.S. Appl. No. 16/715,984, filed Dec. 16, 2019, 8 pages.
Notice of Allowance dated Jul. 17, 2019, issued in connection with U.S. Appl. No. 15/718,911, filed Sep. 28, 2017, 5 pages.
Notice of Allowance dated Jun. 17, 2020, issued in connection with U.S. Appl. No. 16/141,875, filed Sep. 25, 2018, 6 pages.
Notice of Allowance dated Sep. 17, 2018, issued in connection with U.S. Appl. No. 15/211,689, filed Jul. 15, 2016, 6 pages.
Notice of Allowance dated Apr. 18, 2019, issued in connection with U.S. Appl. No. 16/173,797, filed Oct. 29, 2018, 9 pages.
Notice of Allowance dated Dec. 18, 2019, issued in connection with U.S. Appl. No. 16/434,426, filed Jun. 7, 2019, 13 pages.
Notice of Allowance dated Feb. 18, 2020, issued in connection with U.S. Appl. No. 16/022,662, filed Jun. 28, 2018, 8 pages.
Notice of Allowance dated Jul. 18, 2019, issued in connection with U.S. Appl. No. 15/438,749, filed Feb. 21, 2017, 9 pages.
Notice of Allowance dated Jul. 18, 2019, issued in connection with U.S. Appl. No. 15/721,141, filed Sep. 29, 2017, 8 pages.
Notice of Allowance dated Mar. 18, 2021, issued in connection with U.S. Appl. No. 16/177,185, filed an Oct. 31, 2018, 8 pages.
Notice of Allowance dated Aug. 19, 2020, issued in connection with U.S. Appl. No. 16/271,560, filed Feb. 8, 2019, 9 pages.
Notice of Allowance dated Dec. 19, 2018, issued in connection with U.S. Appl. No. 15/818,051, filed Nov. 20, 2017, 9 pages.
Notice of Allowance dated Jul. 19, 2018, issued in connection with U.S. Appl. No. 15/681,937, filed Aug. 21, 2017, 7 pages.
Notice of Allowance dated Mar. 19, 2021, issued in connection with U.S. Appl. No. 17/157,686, filed Jan. 25, 2021, 11 pages.
Notice of Allowance dated Aug. 2, 2019, issued in connection with U.S. Appl. No. 16/102,650, filed Aug. 13, 2018, 5 pages.
Notice of Allowance dated Dec. 2, 2020, issued in connection with U.S. Appl. No. 15/989,715, filed May 25, 2018, 11 pages.
Notice of Allowance dated Sep. 2, 2020, issued in connection with U.S. Appl. No. 16/214,711, filed Dec. 10, 2018, 9 pages.
Notice of Allowance dated Jul. 20, 2020, issued in connection with U.S. Appl. No. 15/984,073, filed May 18, 2018, 12 pages.
Notice of Allowance dated Mar. 20, 2018, issued in connection with U.S. Appl. No. 15/784,952, filed Oct. 16, 2017, 7 pages.
Notice of Allowance dated Sep. 20, 2018, issued in connection with U.S. Appl. No. 15/946,599, filed Apr. 5, 2018, 7 pages.
Notice of Allowance dated Apr. 21, 2021, issued in connection with U.S. Appl. No. 16/145,275, filed Sep. 28, 2018, 8 pages.
Notice of Allowance dated Feb. 21, 2020, issued in connection with U.S. Appl. No. 16/416,752, filed May 20, 2019, 6 pages.
Notice of Allowance dated Jan. 21, 2020, issued in connection with U.S. Appl. No. 16/672,764, filed Nov. 4, 2019, 10 pages.
Notice of Allowance dated Jan. 21, 2021, issued in connection with U.S. Appl. No. 16/600,644, filed Oct. 14, 2019, 7 pages.
Notice of Allowance dated Oct. 21, 2019, issued in connection with U.S. Appl. No. 15/946,585, filed Apr. 5, 2018, 5 pages.
Notice of Allowance dated Aug. 22, 2017, issued in connection with U.S. Appl. No. 15/273,679, filed Sep. 22, 2016, 5 pages.
Notice of Allowance dated Jan. 22, 2018, issued in connection with U.S. Appl. No. 15/178,180, filed Jun. 9, 2016, 9 pages.
Notice of Allowance dated Jul. 22, 2020, issued in connection with U.S. Appl. No. 16/131,409, filed Sep. 14, 2018, 13 pages.
Notice of Allowance dated Jul. 22, 2020, issued in connection with U.S. Appl. No. 16/790,621, filed Feb. 13, 2020, 10 pages.
Notice of Allowance dated Jun. 23, 2021, issued in connection with U.S. Appl. No. 16/814,844, filed Mar. 10, 2020, 8 pages.
Notice of Allowance dated Apr. 24, 2019, issued in connection with U.S. Appl. No. 16/154,469, filed Oct. 8, 2018, 5 pages.
Notice of Allowance dated Aug. 26, 2020, issued in connection with U.S. Appl. No. 15/948,541, filed Apr. 9, 2018, 9 pages.
Notice of Allowance dated May 26, 2021, issued in connection with U.S. Appl. No. 16/927,670, filed Jul. 13, 2020, 10 pages.
Notice of Allowance dated Apr. 27, 2020, issued in connection with U.S. Appl. No. 16/700,607, filed Dec. 2, 2019, 10 pages.
Notice of Allowance dated Mar. 27, 2019, issued in connection with U.S. Appl. No. 16/214,666, filed Dec. 10, 2018, 6 pages.
Notice of Allowance dated Mar. 28, 2018, issued in connection with U.S. Appl. No. 15/699,982, filed Sep. 8, 2017, 17 pages.
Notice of Allowance dated May 28, 2021, issued in connection with U.S. Appl. No. 16/524,306, filed Jul. 29, 2019, 9 pages.
Notice of Allowance dated Dec. 29, 2017, issued in connection with U.S. Appl. No. 15/131,776, filed Apr. 18, 2016, 13 pages.
Notice of Allowance dated Jan. 29, 2021, issued in connection with U.S. Appl. No. 16/290,599, filed Mar. 1, 2019, 9 pages.
Notice of Allowance dated Jun. 29, 2020, issued in connection with U.S. Appl. No. 16/216,357, filed Dec. 11, 2018, 8 pages.
Notice of Allowance dated Mar. 29, 2021, issued in connection with U.S. Appl. No. 16/600,949, filed Oct. 14, 2019, 9 pages.
Notice of Allowance dated May 29, 2020, issued in connection with U.S. Appl. No. 16/148,879, filed Oct. 1, 2018, 6 pages.
Notice of Allowance dated Apr. 3, 2019, issued in connection with U.S. Appl. No. 16/160,107, filed Oct. 15, 2018, 7 pages.
Notice of Allowance dated Jun. 3, 2021, issued in connection with U.S. Appl. No. 16/876,493, filed May 18, 2020, 7 pages.
Notice of Allowance dated Jul. 30, 2018, issued in connection with U.S. Appl. No. 15/098,718, filed Apr. 14, 2016, 5 pages.
Notice of Allowance dated Jul. 30, 2019, issued in connection with U.S. Appl. No. 15/131,254, filed Apr. 18, 2016, 9 pages.
Notice of Allowance dated Mar. 30, 2020, issued in connection with U.S. Appl. No. 15/973,413, filed May 7, 2018, 5 pages.
Notice of Allowance dated Nov. 30, 2018, issued in connection with U.S. Appl. No. 15/438,725, filed Feb. 21, 2017, 5 pages.
Notice of Allowance dated Oct. 30, 2019, issued in connection with U.S. Appl. No. 16/131,392, filed Sep. 14, 2018, 9 pages.
Notice of Allowance dated Oct. 30, 2020, issued in connection with U.S. Appl. No. 16/528,016, filed Jul. 31, 2019, 10 pages.
Notice of Allowance dated May 31, 2019, issued in connection with U.S. Appl. No. 15/717,621, filed Sep. 27, 2017, 9 pages.
Notice of Allowance dated Jun. 4, 2021, issued in connection with U.S. Appl. No. 16/528,265, filed Jul. 31, 2019, 17 pages.
Notice of Allowance dated Mar. 4, 2020, issued in connection with U.S. Appl. No. 16/444,975, filed Jun. 18, 2019, 10 pages.
Notice of Allowance dated Feb. 5, 2020, issued in connection with U.S. Appl. No. 16/178,122, filed Nov. 1, 2018, 9 pages.
Notice of Allowance dated Oct. 5, 2018, issued in connection with U.S. Appl. No. 15/211,748, filed Jul. 15, 2018, 10 pages.
Notice of Allowance dated Feb. 6, 2019, issued in connection with U.S. Appl. No. 16/102,153, filed Aug. 13, 2018, 9 pages.
Notice of Allowance dated Feb. 6, 2020, issued in connection with U.S. Appl. No. 16/227,308, filed Dec. 20, 2018, 7 pages.
Notice of Allowance dated Apr. 7, 2020, issued in connection with U.S. Appl. No. 15/098,760, filed Apr. 14, 2016, 7 pages.
Notice of Allowance dated Apr. 7, 2020, issued in connection with U.S. Appl. No. 16/147,710, filed Sep. 29, 2018, 15 pages.
Notice of Allowance dated Jun. 7, 2019, issued in connection with U.S. Appl. No. 16/102,153, filed Aug. 13, 2018, 9 pages.
Notice of Allowance dated Jun. 7, 2021, issued in connection with U.S. Appl. No. 16/528,224, filed Jul. 31, 2019, 9 pages.
Notice of Allowance dated Aug. 9, 2018, issued in connection with U.S. Appl. No. 15/229,868, filed Aug. 5, 2016, 11 pages.
Notice of Allowance dated Mar. 9, 2018, issued in connection with U.S. Appl. No. 15/584,782, filed May 2, 2017, 8 pages.
Related Publications (1)
Number Date Country
20210219082 A1 Jul 2021 US
Continuations (5)
Number Date Country
Parent 16424825 May 2019 US
Child 17128949 US
Parent 16160107 Oct 2018 US
Child 16424825 US
Parent 15946599 Apr 2018 US
Child 16160107 US
Parent 15681937 Aug 2017 US
Child 15946599 US
Parent 15282554 Sep 2016 US
Child 15681937 US