This application generally relates to systems and methods for networked audio automixing. In particular, this application relates to systems and methods for a network of array microphones and an aggregator unit that participate in making a common gating decision, and results in the generation of a final mix audio signal based on submix audio signals from the array microphones, where the submix audio signals are generated based on beamformed signals.
Conferencing and presentation environments, such as boardrooms, conferencing settings, and the like, can involve the use of multiple microphones or microphone array lobes for capturing sound from various audio sources. The audio sources may include human speakers, for example. The captured sound may be disseminated to a local audience in the environment through amplified speakers (for sound reinforcement), and/or to others remote from the environment (such as via a telecast and/or a webcast). Each of the microphones or array lobes may form a channel.
Typically, captured sound may also include noise (e.g., undesired non-voice or non-human sounds) in the environment, including constant noises such as from ventilation, machinery, and electronic devices, and errant noises such as sudden, impulsive, or recurrent sounds like shuffling of paper, opening of bags and containers, chewing, typing, etc. To minimize noise in captured sounds, an automixer can be utilized to automatically gate and/or attenuate a particular microphone or array lobe's audio signal to mitigate the contribution of background, static, or stationary noise when it is not capturing human speech or voice. Voice activity detection (VAD) algorithms may also be used to minimize errant noises in captured sound by detecting the presence or absence of human speech or voice. Other noise reduction techniques can reduce certain background, static, or stationary noise, such as fan and HVAC system noise.
Current automixer units typically need to be connected to the audio signals of each individual microphone or array lobe in a system in order to determine which audio signals to gate on or off. The automixer unit then determines a gating decision to decide which audio signals (i.e., channels) to automatically attenuate, for example, by gating off the audio signals that contain only noise. However, as the number of microphones or array lobes becomes greater, the automixer unit may not have sufficient processing resources and/or enough available ports for connections to the microphones. Moreover, a large number of audio signals may need to be routed from the microphones to the automixer unit, which can necessitate additional wiring that can be difficult, impossible, and/or expensive.
In order to support larger numbers of audio signals, some current automixer systems may allow multiple automixer units to be linked together to obtain a coordinated gating decision. In this scenario, each of the automixer units are external to the microphones and generally require that one of the automixer units functions as a decisionmaker to determine the coordinated gating decision. However, such linked systems may require increased processing resources and cost due to the separate and dedicated processing in each of the automixer units. As such, it may be costly, infeasible, and undesirable to perform automixing of large numbers of microphones and/or array lobes using current automixing units and systems.
Furthermore, acoustic echo cancellation (AEC) may be desirable in audio and conferencing systems to, for example, prevent remote far end sounds played in an environment (e.g., speech from a far end participant of a conference played on a loudspeaker) from being sensed by microphones in the local environment and transmitted back to the remote participant. However, it can be computationally intensive and complex to perform AEC on each of a large number of microphone signals. In addition, when microphone signals have already been mixed, applying traditional AEC techniques to a mixed signal may not be as effective in cancelling echo.
Accordingly, there is an opportunity for systems and methods that address these concerns. More particularly, there is an opportunity for systems and methods for a network of array microphones that can each generate a submix audio signal based on beamformed signals and a common gating control signal, and also generate reduced bandwidth metrics based on the beamformed signals; and an aggregator unit that generates a final mix audio signal based on the submix audio signals and also generates the common gating control signal based on the reduced bandwidth metrics. Through the use of such a network of array microphones having the capability to generate submix audio signals and reduced bandwidth metrics, as well as AEC processing capability, array microphone lobe selection can be enhanced while maximizing signal-to-noise ratio, increasing intelligibility, reducing processing resources and signal routing complexity, and increasing overall user satisfaction.
The invention is intended to solve the above-noted problems by providing systems and methods that are designed to, among other things: (1) utilize a processing unit in each of a network of connected array microphones, where each processing unit determines reduced bandwidth metrics of beamformed signals and generates a submix audio signal based on the beamformed signals and a common gating control signal and/or a common gating decision; (2) aggregate the submix audio signals and reduced bandwidth metrics from each of the array microphones at an aggregator unit, which generates a final mix audio signal based on the submix audio signals and also generates the gating control signal based on the reduced bandwidth metrics; (3) generate echo-cancelled submix audio signals from the beamformed signals using the processing unit of each array microphone, based on the gating control signal and a reference signal; and (4) transmit the submix audio signals, reduced bandwidth metrics, and gating control signal between the array microphones and the aggregator unit over respective visible and/or hidden audio transport channels.
In an embodiment, an audio system may include a plurality of array microphones, and an aggregator unit in communication with the plurality of array microphones. Each of the plurality of array microphones may include a plurality of microphone elements that are each configured to provide a microphone signal, a beamformer in communication with the plurality of microphone elements, and a processing unit. The beamformer may be configured to generate one or more beamformed signals based on the microphone signals from each of the plurality of microphone elements, and each of the one or more beamformed signals may be associated with a lobe of the array microphone. The processing unit may be configured to receive the one or more beamformed signals from the beamformer, determine one or more reduced bandwidth metrics based on the one or more beamformed signals, and generate a submix audio signal based on the one or more beamformed signals and a gating control signal. The aggregator unit may be configured to generate a final mix audio signal based on the submix audio signals received from each of the plurality of array microphones, and generate the gating control signal based on the one or more reduced bandwidth metrics received from each of the plurality of array microphones.
In another embodiment, an audio system may include a plurality of array microphones, and an aggregator unit in communication with the plurality of array microphones. Each of the plurality of array microphones may include a plurality of microphone elements that are each configured to provide a microphone signal, a beamformer in communication with the plurality of microphone elements, and a processing unit. The beamformer may be configured to generate one or more beamformed signals based on the microphone signals from each of the plurality of microphone elements, and each of the one or more beamformed signals may be associated with a lobe of the array microphone. The processing unit may be configured to receive the one or more beamformed signals from the beamformer, determine one or more reduced bandwidth metrics based on the one or more beamformed signals, and generate an echo-canceled submix audio signal based on the one or more beamformed signals, a gating control signal, The processing unit may be configured to receive the one or more beamformed signals from the beamformer, determine one or more reduced bandwidth metrics based on the one or more beamformed signals, and generate a submix audio signal based on the one or more beamformed signals and a gating control signal. The aggregator unit may be configured to generate a final mix audio signal based on the echo-cancelled submix audio signals received from each of the plurality of array microphones, and generate the gating control signal based on the one or more reduced bandwidth metrics received from each of the plurality of array microphones.
These and other embodiments, and various permutations and aspects, will become apparent and be more fully understood from the following detailed description and accompanying drawings, which set forth illustrative embodiments that are indicative of the various ways in which the principles of the invention may be employed.
The description that follows describes, illustrates and exemplifies one or more particular embodiments of the invention in accordance with its principles. This description is not provided to limit the invention to the embodiments described herein, but rather to explain and teach the principles of the invention in such a way to enable one of ordinary skill in the art to understand these principles and, with that understanding, be able to apply them to practice not only the embodiments described herein, but also other embodiments that may come to mind in accordance with these principles. The scope of the invention is intended to cover all such embodiments that may fall within the scope of the appended claims, either literally or under the doctrine of equivalents.
It should be noted that in the description and drawings, like or substantially similar elements may be labeled with the same reference numerals. However, sometimes these elements may be labeled with differing numbers, such as, for example, in cases where such labeling facilitates a more clear description. Additionally, the drawings set forth herein are not necessarily drawn to scale, and in some instances proportions may have been exaggerated to more clearly depict certain features. Such labeling and drawing practices do not necessarily implicate an underlying substantive purpose. As stated above, the specification is intended to be taken as a whole and interpreted in accordance with the principles of the invention as taught herein and understood to one of ordinary skill in the art.
The systems and methods described herein can generate a final mix audio signal based on reduced bandwidth metrics and submix audio signals that have been generated by processing units included in a network of connected array microphones. The final mix audio signal can include audio that is generated based on a common gating control signal that takes into account the sound sensed by all of the array microphones. Each array microphone can generate a submix audio signal based on the common gating control signal that indicates the array microphone lobes across the network of array microphones that are gated on or gated off. The systems and methods can enhance the selection of array microphone lobes, which results in improved signal-to-noise ratio, better audio intelligibility, and increased user satisfaction. The final mix audio signal may conform to a desired audio mix such that the audio from certain channels of the array microphones is emphasized while audio from other channels of the array microphones is deemphasized or suppressed.
The reduced bandwidth metrics may be determined based on beamformed signals derived from microphone elements in the array microphones, and the submix audio signals may be generated based on the beamformed signals and a common gating control signal received from an aggregator unit. The aggregator unit can generate the final mix audio signal based on the submix audio signals, and also generate the gating control signal based on reduced bandwidth metrics from each of the array microphones.
By distributing the processing of the beamformed signals locally on each array microphone to produce the reduced bandwidth metrics and submix audio signals, the processing resources needed at the aggregator unit may be reduced. In addition, the routing and connections of signals between the array microphones and the aggregator unit may also be reduced, since only the submix audio signals and reduced bandwidth metrics need to be routed from the array microphones to the aggregator unit, instead of routing signals from all of the individual microphone elements of the array microphones to the aggregator unit. Moreover, the various signals (e.g., submix audio signals, reduced bandwidth metrics, and gating control signal) can be transmitted between the array microphones and the aggregator unit over visible and/or hidden audio transport channels (e.g., audio over IP network transport solutions), which can leverage existing capabilities and ports on the array microphones.
In some embodiments, the processing unit included in each of the array microphones may also process the beamformed signals to generate an echo-cancelled submix audio signal. In these embodiments, the echo-cancelled submix audio signal from each array microphone may be routed to the aggregator unit. By performing acoustic echo cancellation (AEC) locally on the beamformed signals in each array microphone, the need for processing resources in the aggregator unit can be further reduced since the aggregator unit does not need to perform computationally expensive AEC on a large number of signals. In addition, the routing and connection of signals may also be reduced between the array microphones and the aggregator unit in these embodiments.
Environments such as conference rooms, churches, etc. may utilize the system 100 to facilitate communication with persons at a remote location and/or for sound reinforcement, for example. The environment may include desirable audio sources (e.g., human speakers) and/or undesirable audio sources (e.g., noise from ventilation, other persons, audio/visual equipment, electronic devices, etc.). The system 100 may result in the output of a final mix audio signal based on a common gating control signal that takes into account the audio captured by all of the array microphones 102, and attenuates and/or gates off the signals that contain undesirable audio.
Each of the array microphones 102 may detect sound in the environment, and be placed on or in a table, lectern, desktop, wall, ceiling, etc. so that the sound from the audio sources can be detected and captured, such as speech spoken by human speakers. Each of the array microphones may include any number of microphone elements, and be able to form multiple pickup patterns with lobes so that the sound from the audio sources can be detected and captured. Any appropriate number of microphone elements are possible and contemplated in each of the array microphones 102.
The various components included in the system 100 (i.e., the array microphones 102 and the aggregator unit 104) may be implemented using software executable by one or more computing devices, such as a laptop, desktop, tablet, smartphone, etc. Such a computer device may comprise one or more processors, memories, graphics processing units (GPUs), discrete logic circuits, application specific integrated circuits (ASIC), programmable gate arrays (PGA), field programmable gate arrays (FPGA), etc., one or more of which may be configured to perform some or all of the techniques described herein.
As described in more detail below, a processing unit in each of the array microphones 102 may generate reduced bandwidth metrics and a submix audio signal based on beamformed signals that are derived from the microphone elements in the array microphones 102. The submix audio signal may also be based on a gating control signal received from the aggregator unit 104. The submix audio signal generated by a particular array microphone 102 may be a mixture of the beamformed signals of that array microphone 102. The reduced bandwidth metrics and the submix audio signal may be transmitted to the aggregator unit 104 from array microphones 102.
The aggregator unit 104 may receive the submix audio signals from each of the array microphones 102 and generate a final mix audio signal. The aggregator unit 104 may also generate the gating control signal based on the reduced bandwidth metrics received from each of the array microphones 102. In embodiments, other suitable indicators may also be utilized by the aggregator unit 104 in generating the gating control signal. For example, the aggregator unit 104 may generate the gating signal based on an indication that may be determined based on values of one or more sensors. Such sensors may be in communication with the aggregator unit 104. The gating control signal may indicate the lobes of the array microphones 102 that are gated on or gated off. In embodiments, the array microphones 102 may generate echo-cancelled submix audio signals, which array microphones 102 may transmit to the aggregator unit 104. The aggregator unit 104 may generate the final mix audio signal based on these echo-cancelled submix audio signals. In some embodiments, at least some of the functionality of the aggregator unit 104 may be included in one or more of the array microphones 102 instead of as a separate standalone component of the system 100.
The reduced bandwidth metrics and submix audio signals from the array microphone 102, as well as the gating control signal from the aggregator unit 104, may be transmitted over any suitable audio transport channels. In embodiments, the reduced bandwidth metrics, submix audio signals, and gating control signal may be transmitted over audio transport channels and/or be transmitted over hidden audio transport channels. The audio transport channels may be, for example, audio over IP network transport solutions. In embodiments, the audio transport channels utilized for transmission may be encrypted. Hidden audio transport channels may be utilized for certain signals in some embodiments in order to protect the signals from undesired or unauthorized content and/or routing modifications, and also to simplify user interaction with the system so that users only see the channels that can be routed by them.
The reduced bandwidth metrics generated by the array microphones 102 may represent a measurement of the beamformed signals generated by beamformers in the array microphones 102. By using reduced bandwidth metrics, the amount of information representing the beamformed signals may be minimized. For example, the full bandwidth of the beamformed signals does not need to be transmitted from the array microphones 102 to the aggregator unit 104 since the reduced bandwidth metrics may sufficiently represent the beamformed signals. In embodiments, the beamformed signals may have been processed prior to the reduced bandwidth metrics being generated, such as by adjusting their gain and/or equalization. In embodiments, a distinct signal-specific reduced bandwidth metric may be generated for each beamformed signal in an array microphone 102, and all of the signal-specific reduced bandwidth metrics may be combined into the reduced bandwidth metrics that are ultimately transmitted from the array microphone 102 to the aggregator unit 104.
The reduced bandwidth metrics may include, for example, a calculation of the basic level measurement of each of the beamformed signals in the array microphones 102. In an embodiment, the basic level measurement may be calculated by applying a bandpass filter (or other weighting filter) on a beamformed signal, then rectifying and averaging the filtered beamformed signal to obtain a level estimate of the beamformed signal. In embodiments, the reduced bandwidth metrics may include other information derived from the full bandwidth signals or state information. For example, the reduced bandwidth metrics may also include information related to the localization of talkers and/or other desirable sounds in the environment, the deployment of lobes (e.g., locations), Linear Predictive Coding (LPC) coefficients, and/or audio signals transformed with various compression algorithms.
Each of the submix audio signals generated by the array microphones 102 may be a mix of the beamformed signals generated by the beamformer in a particular array microphone 102. The submix audio signals may each take into account the common gating control signal received from the aggregator unit 104 to determine which channels to gate on or off. The submix audio signal may be encoded as a 24-bit audio channel, in some embodiments.
As shown in
In embodiments, the gating control signal can denote which channels to gate on to provide captured audio without suppression (or in certain embodiments, with minimal suppression) in response to determining that the captured audio contains human speech and/or according to certain channel selection rules, for example. Similarly, the gating control signal can denote which channels to gate off to reduce the strength of certain captured audio in response to determining that the captured audio in a channel is a background, static, or stationary noise, for example. In embodiments, the gating control signal may be included in one or more frames (e.g., in a signal conforming to the Dante standard and/or another networked audio transport system) that may indicate the gating parameters for each channel.
In embodiments, the gating control signal may indicate a network gain. The gating control signal may be calculated based on calculations of a MAX bus, reverberation inhibit signal, and noise adaptive threshold. The MAX bus may denote the maximum level of a scaled input for any input signal. The reverberation inhibit signal may that track a fraction, such as one fourth, of a maximum of any non-scaled basic level measurements. The noise adaptive threshold may be used to determine if a beamformed audio signal is above a background noise threshold. Exemplary embodiments of the gating control signal, calculating the basic level measurement, generating the submix audio signal, and generating the MAX bus, reverberation inhibit signal, and noise adaptive threshold, as well as exemplary embodiments of other networked automixers, are described in commonly-assigned U.S. Pat. No. 8,644,477 entitled “Digital Microphone Automixer”, which is incorporated by reference in its entirety herein.
The aggregator unit 104 may also receive the submix audio signals from each of the array microphones 102. A final mix audio signal generation unit 204 in the aggregator unit 104 may generate the final mix audio signal of the system 100 based on the received submix audio signals. Since the processing unit on each of the array microphones 102 has already taken the common gating control signal into account when generating a respective submix audio signal, the final mix audio signal generation unit 204 can mix the submix audio signals together to generate the final mix audio signal without the need for additional processing. In other words, the aggregator unit 104 may not need to attenuate and/or gate on or off any particular audio channels because the submix audio signals from the array microphones 102 already include contributions from the audio channels that are to be included in the final mix audio signal (as specified by the gating control signal). The final mix audio signal may conform to a desired audio mix such that the audio signals from certain channels of the array microphones 102 are emphasized and the audio signals from other channels of the array microphones 102 are deemphasized or suppressed.
In some embodiments, the aggregator unit 104 may generate the final mix audio signal by also mixing one or more local microphone signals (not shown) with the submix audio signals from each of the array microphones 102. The local microphone signals may be directly transmitted to the aggregator unit 104 in these embodiments. In addition, the aggregator unit 104 may generate the gating control signal based on the reduced bandwidth metrics from each of the array microphones 102 and also based on information derived from the local microphone signal(s).
In embodiments, the aggregator unit 104 may determine one or more latency values that can be transmitted to the array microphones 102, in order to ensure the proper generation of the submix audio signals, reduced bandwidth metrics, gating control signal, and/or other signals. For example, the submix audio signals and reduced bandwidth metrics calculated by each of the array microphones 102 should generally be time aligned with each other when being transmitted to the aggregator unit 104 for processing so that the aggregator unit 104 properly generates the gating control signal. The array microphones 102 can delay the generation and/or transmission of signals based on the latency values received from the aggregator unit 104. Properly generating and transmitting the signals can ensure that the final mix audio signal generated by the aggregator unit 104 is of higher quality (e.g., a channel is gated on at the correct time to include speech from a talker, etc.). The aggregator unit 104 may determine the latency values based on fixed and/or measured delay values related to each of the array microphones 102.
One or more processors and/or other processing components (e.g., analog to digital converters, encryption chips, etc.) within the array microphones 300, 500 and aggregator unit 104 may perform any, some, or all of the steps of the processes 400, 600. One or more other types of components (e.g., memory, input and/or output devices, transmitters, receivers, buffers, drivers, discrete components, etc.) may also be utilized in conjunction with the processors and/or other processing components to perform any, some, or all of the steps of the processes 400, 600.
As shown in
At steps 402, 602, the audio signals from each of the microphone elements 302, 502 may be received by the beamformer 304, 504. Each of the microphone elements 302, 502 may detect sound in the environment and convert the sound to an analog or digital audio signal. In some embodiments, the microphone elements 302, 502 may be arranged in concentric rings and/or harmonically nested. The microphone elements 302, 502 may be arranged to be generally symmetric, in some embodiments. In other embodiments, the microphone elements 302, 502 may be arranged asymmetrically or in another arrangement. In further embodiments, the microphone elements 302, 502 may be arranged on a substrate, placed in a frame, or individually suspended, for example. An embodiment of an array microphone is described in commonly assigned U.S. Pat. No. 9,565,493, which is hereby incorporated by reference in its entirety herein. In embodiments, the microphone elements 302, 502 may be unidirectional microphones that are primarily sensitive in one direction. In other embodiments, the microphone elements 302, 502 may have other directionalities or polar patterns, such as cardioid, subcardioid, or omnidirectional, as desired.
The microphone elements 302, 502 may be any suitable type of transducer that can detect the sound from an audio source and convert the sound to an electrical audio signal. In an embodiment, the microphone elements 302, 502 may be micro-electrical mechanical system (MEMS) microphones. In other embodiments, the microphone elements 302, 502 may be condenser microphones, balanced armature microphones, electret microphones, dynamic microphones, and/or other types of microphones. In embodiments, the microphone elements 302, 502 may be arrayed in one dimension or two dimensions.
At step 404, 604, one or more pickup patterns may be formed by the beamformer 304, 504 in the array microphone 300, 500 from the audio signals of the microphone elements 302, 502 that were received at step 402, 602. The beamformer 304, 504 may generate beamformed signals corresponding to each of the pickup patterns at step 404, 604. The pickup patterns may be composed of one or more lobes, e.g., main, side, and back lobes. The beamformer 304, 504 may be any suitable beamformer, such as a delay and sum beamformer or a minimum variance distortionless response (MVDR) beamformer.
The beamformed signals from the beamformer 304, 504 may be transmitted within the array microphone 300, 500 to the processing unit 306, 506. In particular, the beamformed signals from the beamformer 304, 504 may be transmitted to the metric generation unit 308, 508 and to the submix generation unit 310, 510 in the processing unit 306, 506. In addition, in the processing unit 506 of the array microphone 500, the beamformed signals from the beamformer 504 may also be transmitted to the post-mix acoustic echo cancellation unit 512.
At step 406, 606, the metric generation unit 308, 508 of the processing unit 306, 506 may generate reduced bandwidth metrics based on the beamformed signals received from the beamformer 304, 504. The reduced bandwidth metrics may represent a measurement of the beamformed signals, and may include, for example, the basic level measurement of the beamformed signals and/or other information derived from the full bandwidth signals or state information, as described previously. The reduced bandwidth metrics generated at step 406, 606 may be transmitted from the metric generation unit 308, 508 to the aggregation unit 104.
At step 410, 610, the aggregation unit may receive the reduced bandwidth metrics generated at step 406, 606 by each of the array microphones 300, 500, and generate the global gating control signal using the gating control signal generation unit 202. The reduced bandwidth metrics represent the beamformed signals in each of the array microphones 300, 500. The gating control signal can denote which channels of the array microphones 300, 500 to gate on or off, and/or to suppress or not suppress, as described previously. The gating control signal may be transmitted from the aggregator unit 104 to each of the array microphones 300, 500.
At step 408, 608, the submix generation unit 310, 510 may receive the beamformed signals from the beamformer 304, 504 (generated at step 404, 604) and also receive the gating control signal from the aggregator unit 104 (generated at step 410, 610). The submix generation unit 310, 510 may generate a submix audio signal at step 408, 608 based on the beamformed signals and the gating control signal. In particular, the submix generation unit 310, 510 may use the information in the gating control signal to apply processing to the beamformed signals in the array microphone 300, 500 to attenuate and/or gate them on or off.
In an embodiment including the array microphone 300, the submix audio signal generated at step 408 by the submix generation unit 310 may be transmitted to the aggregator unit 104. In some embodiments, the submix audio signal generated at step 408 may be processed for noise reduction, gain adjustment, acoustic echo cancellation, and/or other signal processing (e.g., by an array microphone, such as array microphone 300 and/or 500) before being transmitted to the aggregator unit 104. At step 412, the aggregator unit 104 may receive the submix audio signal from each of the array microphones 300 and generate the final mix audio signal. The final mix audio signal may reflect the desired audio mix of beamformed signals/channels from the array microphones 300 (as embodied in the submix audio signals), and as specified by the gating control signal. In embodiments, the final mix audio signal may be transmitted to a remote location (e.g., far end of a conference) and/or be played in the environment for sound reinforcement, for example. In some embodiments, the final mix audio signal generated at step 412 may be processed for noise reduction, gain adjustment, acoustic echo cancellation, and/or other signal processing.
In another embodiment including the array microphone 500, the submix audio signal generated at step 608 by the submix generation unit 510 may be transmitted to post-mix acoustic echo cancellation unit 512 in the processing unit 506 of the array microphone 500. The submix generation unit 510 may have also determined the gating gains of the submix audio signal that are used in generating the submix audio signal at step 608. In embodiments, the gating control signal generation unit 202 may perform a number of calculations that are used to determine the gating gains, and the results of these calculations may be transmitted as part of the gating control signal to the submix generation unit 510 from the gating control signal generation unit 202. In other embodiments, the gating control signal generation unit 202 may determine the gating gains of the submix audio signal based on the results of the calculations performed in the gating control signal generation unit 202, and the gating gains may be transmitted as part of the gating control signal to the submix generation unit 510 from the gating control signal generation unit 202. The submix audio signal, gating gains of the submix audio signal, the beamformed signals, and a reference audio signal may be used by the post-mix acoustic echo cancellation unit 512 to generate an echo-cancelled submix audio signal at step 609.
The gating gains are applied to each of the beamformed audio signals when they are summed into the submix audio signal used in the post-mix acoustic echo cancellation unit 512. In embodiments, the gating control signal generation unit 202 may calculate a number of open microphone attenuation (NOMA) scaling factor and an off attenuation scaling factor. The NOMA scaling factor and the off attenuation scaling factor may be transmitted as part of the gating control signal from the gating control signal generation unit 202. The per-channel gating gain may be generated by the submix generation unit 510 by multiplying the NOMA scaling factor and the off attenuation scaling factor after applying averaging/smoothing filtering.
Accordingly, the submix generation unit 510 of the processing unit 506 in the array microphone 500 may provide the gating gains that have been applied to each channel to the post-mix acoustic echo cancellation unit 512. Furthermore, the gating gains are based on a network-wide common gating decision, as opposed to being based on a local gating decision. In this way, the post-mix acoustic echo cancellation unit 512 in combination with the submix generation unit 510 may have improved performance since their combined behavior may be influenced by channels from all of the array microphones in the system.
The echo-cancelled submix audio signal may mitigate the sound in the reference audio signal. The reference audio signal may include, for example, the sound received from a remote location that is being played on a loudspeaker in the local environment. Another exemplary reference audio signal may be locally generated or played sounds that may be picked up by local microphones and are desired to be removed from near end speech. A further exemplary reference audio signal may be the sound of a near end talker in a different part of the room that has been amplified into a loudspeaker near the array microphone. In some embodiments, different reference audio signals may be transmitted to different array microphones 500 in the system.
In particular, the post-mix acoustic echo cancellation unit 512 may generate the echo-cancelled submix audio signal based on the submix audio signal from the submix generation unit 510, information gathered from the beamformed audio signals, and the reference audio signal. The submix audio signal and the beamformed signals may be processed in the frequency domain by the post-mix acoustic echo cancellation unit 512, in order to generate the echo-cancelled submix audio signal. The post-mix acoustic echo cancellation unit 512 may include a signal selection mechanism that is configured to select at least one of the beamformed signals such that the echo-cancelled submix audio signal is generated based on the submix audio signal, information gathered from the selected beamformed signal, and the reference audio signal. Information gathered from the selected beamformed signal may include, for example, measurements of the background error power and hidden error power of the selected beamformed signal. The signal selection mechanism may include a switch, a mixer that could select a particular beamformed signal (by attenuating some or all of the other beamformed signals), and/or another suitable signal selection mechanism. Exemplary embodiments of post-mix acoustic echo cancellation systems and method are described in commonly-assigned U.S. Pat. No. 10,367,948 entitled “Post-Mixing Acoustic Echo Cancellation Systems and Methods”, which is incorporated by reference in its entirety herein. In some embodiments, the echo-cancelled submix audio signal may be further processed to reduce noise, prior to being transmitted to the aggregator unit 104.
At step 612, the aggregator unit 104 may receive the echo-cancelled submix audio signal from each of the array microphones 500 and generate the final mix audio signal. The final mix audio signal may reflect the desired audio mix of beamformed signals/channels from the array microphones 500 (as embodied in the echo-cancelled submix audio signals), and as specified by the gating control signal. In embodiments, the final mix audio signal may be transmitted to a remote location (e.g., far end of a conference) and/or be played in the environment for sound reinforcement, for example. Since the final mix audio signal generated at step 612 includes the echo-cancelled submix audio signals from each of the array microphones 500, the final mix audio signal can be transmitted to a remote location, for example, without the undesirable echo of persons at the remote location hearing their own speech and sound.
A further embodiment enables the generation of gated or ungated pre-processed mix audio signals that can be used for local sound reinforcement, for example. This embodiment includes an aggregator unit 704 of
The processing unit 806 of the array microphone 800 may include a submix generation unit 810 that also generates a pre-processed submix audio signal from the beamformed signals received from the beamformer 504, such as at step 907 of the process 900. The pre-processed submix audio signal from the array microphone 800 may be gated or ungated, and may or may not have been processed for noise reduction, gain adjustment, and/or acoustic echo cancellation purposes. When the pre-processed submix audio signal is gated, then the submix generation unit 810 may generate the gated pre-processed submix audio signal from the beamformed signals and based on gating gains (such as those generated at step 608). The pre-processed submix audio signal may be transmitted from the submix generation unit 810 to the aggregator unit 704.
The aggregator unit 704 may generate the pre-processed mix audio signals using a pre-processed mix generation unit 703, such as at step 913 of the process 900. The aggregator unit 704 may also receive pre-processed submix audio signals from other array microphones 800 in the system in order to generate the pre-processed mix audio signals. In embodiments, the pre-processed mix audio signals may be gated or ungated, depending on whether the pre-processed submix audio signals received from the array microphones 800 are gated or ungated. The pre-processed mix audio signals may be a desired audio mix of the pre-processed submix audio signals from the array microphones 800. In embodiments, the pre-processed mix audio signals may be played in the environment for local sound reinforcement, for example.
In general, a computer program product in accordance with the embodiments includes a computer usable storage medium (e.g., standard random access memory (RAM), an optical disc, a universal serial bus (USB) drive, or the like) having computer-readable program code embodied therein, wherein the computer-readable program code is adapted to be executed by a processor (e.g., working in connection with an operating system) to implement the methods described below. In this regard, the program code may be implemented in any desired language, and may be implemented as machine code, assembly code, byte code, interpretable source code or the like (e.g., via C, C++, Java, ActionScript, Objective-C, JavaScript, CSS, XML, and/or others).
In this application, the use of the disjunctive is intended to include the conjunctive. The use of definite or indefinite articles is not intended to indicate cardinality. In particular, a reference to “the” object or “a” and “an” object is intended to denote also one of a possible plurality of such objects. Further, the conjunction “or” may be used to convey features that are simultaneously present instead of mutually exclusive alternatives. In other words, the conjunction “or” should be understood to include “and/or”. The terms “includes,” “including,” and “include” are inclusive and have the same scope as “comprises,” “comprising,” and “comprise” respectively.
Any process descriptions or blocks in figures should be understood as representing modules, segments, or portions of code which include one or more executable instructions for implementing specific logical functions or steps in the process, and alternate implementations are included within the scope of the embodiments of the invention in which functions may be executed out of order from that shown or discussed, including substantially concurrently or in reverse order, depending on the functionality involved, as would be understood by those having ordinary skill in the art.
This disclosure is intended to explain how to fashion and use various embodiments in accordance with the technology rather than to limit the true, intended, and fair scope and spirit thereof. The foregoing description is not intended to be exhaustive or to be limited to the precise forms disclosed. Modifications or variations are possible in light of the above teachings. The embodiment(s) were chosen and described to provide the best illustration of the principle of the described technology and its practical application, and to enable one of ordinary skill in the art to utilize the technology in various embodiments and with various modifications as are suited to the particular use contemplated. All such modifications and variations are within the scope of the embodiments as determined by the appended claims, as may be amended during the pendency of this application for patent, and all equivalents thereof, when interpreted in accordance with the breadth to which they are fairly, legally and equitably entitled.
This application claims the benefit of U.S. Provisional Patent Application No. 63/262,074, filed Oct. 4, 2021, and is fully incorporated by reference in its entirety herein.
| Number | Name | Date | Kind |
|---|---|---|---|
| 1535408 | Fricke | Apr 1925 | A |
| 1540788 | McClure | Jun 1925 | A |
| 1965830 | Hammer | Jul 1934 | A |
| 2075588 | Meyers | Mar 1937 | A |
| 2113219 | Olson | Apr 1938 | A |
| 2164655 | Kleerup | Jul 1939 | A |
| D122771 | Doner | Oct 1940 | S |
| 2233412 | Hill | Mar 1941 | A |
| 2268529 | Stiles | Dec 1941 | A |
| 2343037 | Adelman | Feb 1944 | A |
| 2377449 | Prevette | Jun 1945 | A |
| 2481250 | Schneider | Sep 1949 | A |
| 2521603 | Prew | Sep 1950 | A |
| 2533565 | Eichelman | Dec 1950 | A |
| 2539671 | Olson | Jan 1951 | A |
| 2777232 | Kulicke | Jan 1957 | A |
| 2828508 | Labarre | Apr 1958 | A |
| 2840181 | Wildman | Jun 1958 | A |
| 2882633 | Howell | Apr 1959 | A |
| 2912605 | Tibbetts | Nov 1959 | A |
| 2938113 | Schnell | May 1960 | A |
| 2950556 | Larios | Aug 1960 | A |
| 3019854 | Obryant | Feb 1962 | A |
| 3132713 | Seeler | May 1964 | A |
| 3143182 | Sears | Aug 1964 | A |
| 3160225 | Sechrist | Dec 1964 | A |
| 3161975 | McMillan | Dec 1964 | A |
| 3205601 | Gawne | Sep 1965 | A |
| 3239973 | Hannes | Mar 1966 | A |
| 3240883 | Seeler | Mar 1966 | A |
| 3310901 | Sarkisian | Mar 1967 | A |
| 3321170 | Vye | May 1967 | A |
| 3509290 | Mochida | Apr 1970 | A |
| 3573399 | Schroeder | Apr 1971 | A |
| 3657490 | Scheiber | Apr 1972 | A |
| 3696885 | Grieg | Oct 1972 | A |
| 3755625 | Maston | Aug 1973 | A |
| 3828508 | Moeller | Aug 1974 | A |
| 3857191 | Sadorus | Dec 1974 | A |
| 3895194 | Fraim | Jul 1975 | A |
| 3906431 | Clearwaters | Sep 1975 | A |
| D237103 | Fisher | Oct 1975 | S |
| 3936606 | Wanke | Feb 1976 | A |
| 3938617 | Forbes | Feb 1976 | A |
| 3941638 | Horky | Mar 1976 | A |
| 3992584 | Dugan | Nov 1976 | A |
| 4007461 | Luedtke | Feb 1977 | A |
| 4008408 | Kodama | Feb 1977 | A |
| 4029170 | Phillips | Jun 1977 | A |
| 4032725 | McGee | Jun 1977 | A |
| 4070547 | Dellar | Jan 1978 | A |
| 4072821 | Bauer | Feb 1978 | A |
| 4096353 | Bauer | Jun 1978 | A |
| 4127156 | Brandt | Nov 1978 | A |
| 4131760 | Christensen | Dec 1978 | A |
| 4169219 | Beard | Sep 1979 | A |
| 4184048 | Alcaide | Jan 1980 | A |
| 4198705 | Massa | Apr 1980 | A |
| D255234 | Wellward | Jun 1980 | S |
| D256015 | Doherty | Jul 1980 | S |
| 4212133 | Lufkin | Jul 1980 | A |
| 4237339 | Bunting | Dec 1980 | A |
| 4244096 | Kashichi | Jan 1981 | A |
| 4244906 | Heinemann | Jan 1981 | A |
| 4254417 | Speiser | Mar 1981 | A |
| 4275694 | Nagaishi | Jun 1981 | A |
| 4296280 | Richie | Oct 1981 | A |
| 4305141 | Massa | Dec 1981 | A |
| 4308425 | Momose | Dec 1981 | A |
| 4311874 | Wallace, Jr. | Jan 1982 | A |
| 4330691 | Gordon | May 1982 | A |
| 4334740 | Wray | Jun 1982 | A |
| 4365449 | Liautaud | Dec 1982 | A |
| 4373191 | Fette | Feb 1983 | A |
| 4393631 | Krent | Jul 1983 | A |
| 4414433 | Horie | Nov 1983 | A |
| 4429850 | Weber | Feb 1984 | A |
| 4436966 | Botros | Mar 1984 | A |
| 4449238 | Lee | May 1984 | A |
| 4466117 | Rudolf | Aug 1984 | A |
| 4485484 | Flanagan | Nov 1984 | A |
| 4489442 | Anderson | Dec 1984 | A |
| 4518826 | Caudill | May 1985 | A |
| 4521908 | Miyaji | Jun 1985 | A |
| 4566557 | Lemaitre | Jan 1986 | A |
| 4593404 | Bolin | Jun 1986 | A |
| 4594478 | Gumb | Jun 1986 | A |
| D285067 | Delbuck | Aug 1986 | S |
| 4625827 | Bartlett | Dec 1986 | A |
| 4653102 | Hansen | Mar 1987 | A |
| 4658425 | Julstrom | Apr 1987 | A |
| 4669108 | Deinzer | May 1987 | A |
| 4675906 | Sessler | Jun 1987 | A |
| 4693174 | Anderson | Sep 1987 | A |
| 4696043 | Iwahara | Sep 1987 | A |
| 4712231 | Julstrom | Dec 1987 | A |
| 4741038 | Elko | Apr 1988 | A |
| 4752961 | Kahn | Jun 1988 | A |
| 4805730 | O'Neill | Feb 1989 | A |
| 4815132 | Minami | Mar 1989 | A |
| 4860366 | Fukushi | Aug 1989 | A |
| 4862507 | Woodard | Aug 1989 | A |
| 4866868 | Kass | Sep 1989 | A |
| 4881135 | Heilweil | Nov 1989 | A |
| 4888807 | Reichel | Dec 1989 | A |
| 4903247 | Van Gerwen | Feb 1990 | A |
| 4923032 | Nuernberger | May 1990 | A |
| 4928312 | Hill | May 1990 | A |
| 4969197 | Takaya | Nov 1990 | A |
| 5000286 | Crawford | Mar 1991 | A |
| 5038935 | Wenkman | Aug 1991 | A |
| 5058170 | Kanamori | Oct 1991 | A |
| 5088574 | Kertesz, III | Feb 1992 | A |
| D324780 | Sebesta | Mar 1992 | S |
| 5121426 | Baumhauer | Jun 1992 | A |
| D329239 | Hahn | Sep 1992 | S |
| 5189701 | Jain | Feb 1993 | A |
| 5204907 | Staple | Apr 1993 | A |
| 5214709 | Ribic | May 1993 | A |
| D340718 | Leger | Oct 1993 | S |
| 5289544 | Franklin | Feb 1994 | A |
| D345346 | Alfonso | Mar 1994 | S |
| D345379 | Chan | Mar 1994 | S |
| 5297210 | Julstrom | Mar 1994 | A |
| 5322979 | Cassity | Jun 1994 | A |
| 5323459 | Hirano | Jun 1994 | A |
| 5329593 | Lazzeroni | Jul 1994 | A |
| 5335011 | Addeo | Aug 1994 | A |
| 5353279 | Koyama | Oct 1994 | A |
| 5359374 | Schwartz | Oct 1994 | A |
| 5371789 | Hirano | Dec 1994 | A |
| 5383293 | Royal | Jan 1995 | A |
| 5384843 | Masuda | Jan 1995 | A |
| 5396554 | Hirano | Mar 1995 | A |
| 5400413 | Kindel | Mar 1995 | A |
| D363045 | Phillips | Oct 1995 | S |
| 5473701 | Cezanne | Dec 1995 | A |
| 5509634 | Gebka | Apr 1996 | A |
| 5513265 | Hirano | Apr 1996 | A |
| 5525765 | Freiheit | Jun 1996 | A |
| 5550924 | Helf | Aug 1996 | A |
| 5550925 | Hori | Aug 1996 | A |
| 5555447 | Kotzin | Sep 1996 | A |
| 5574793 | Hirschhorn | Nov 1996 | A |
| 5602962 | Kellermann | Feb 1997 | A |
| 5633936 | Oh | May 1997 | A |
| 5645257 | Ward | Jul 1997 | A |
| D382118 | Ferrero | Aug 1997 | S |
| 5657393 | Crow | Aug 1997 | A |
| 5661813 | Shimauchi | Aug 1997 | A |
| 5673327 | Julstrom | Sep 1997 | A |
| 5687229 | Sih | Nov 1997 | A |
| 5706344 | Finn | Jan 1998 | A |
| 5715319 | Chu | Feb 1998 | A |
| 5717171 | Miller | Feb 1998 | A |
| D392977 | Kim | Mar 1998 | S |
| D394061 | Fink | May 1998 | S |
| 5761318 | Shimauchi | Jun 1998 | A |
| 5766702 | Lin | Jun 1998 | A |
| 5787183 | Chu | Jul 1998 | A |
| 5796819 | Romesburg | Aug 1998 | A |
| 5848146 | Slattery | Dec 1998 | A |
| 5870482 | Loeppert | Feb 1999 | A |
| 5878147 | Killion | Mar 1999 | A |
| 5888412 | Sooriakumar | Mar 1999 | A |
| 5888439 | Miller | Mar 1999 | A |
| D416315 | Nanjo | Nov 1999 | S |
| 5978211 | Hong | Nov 1999 | A |
| 5991277 | Maeng | Nov 1999 | A |
| 6035962 | Lin | Mar 2000 | A |
| 6039457 | O'Neal | Mar 2000 | A |
| 6041127 | Elko | Mar 2000 | A |
| 6049607 | Marash | Apr 2000 | A |
| D424538 | Hayashi | May 2000 | S |
| 6069961 | Nakazawa | May 2000 | A |
| 6125179 | Wu | Sep 2000 | A |
| D432518 | Muto | Oct 2000 | S |
| 6128395 | De Vries | Oct 2000 | A |
| 6137887 | Anderson | Oct 2000 | A |
| 6144746 | Azima | Nov 2000 | A |
| 6151399 | Killion | Nov 2000 | A |
| 6173059 | Huang | Jan 2001 | B1 |
| 6198831 | Azima | Mar 2001 | B1 |
| 6205224 | Underbrink | Mar 2001 | B1 |
| 6215881 | Azima | Apr 2001 | B1 |
| 6266427 | Mathur | Jul 2001 | B1 |
| 6285770 | Azima | Sep 2001 | B1 |
| 6301357 | Romesburg | Oct 2001 | B1 |
| 6329908 | Frecska | Dec 2001 | B1 |
| 6332029 | Azima | Dec 2001 | B1 |
| D453016 | Nevill | Jan 2002 | S |
| 6386315 | Roy | May 2002 | B1 |
| 6393129 | Conrad | May 2002 | B1 |
| 6424635 | Song | Jul 2002 | B1 |
| 6442272 | Osovets | Aug 2002 | B1 |
| 6449593 | Valve | Sep 2002 | B1 |
| 6481173 | Roy | Nov 2002 | B1 |
| 6488367 | Debesis | Dec 2002 | B1 |
| D469090 | Tsuji | Jan 2003 | S |
| 6505057 | Finn | Jan 2003 | B1 |
| 6507659 | Iredale | Jan 2003 | B1 |
| 6510919 | Roy | Jan 2003 | B1 |
| 6526147 | Rung | Feb 2003 | B1 |
| 6556682 | Gilloire | Apr 2003 | B1 |
| 6592237 | Pledger | Jul 2003 | B1 |
| 6622030 | Romesburg | Sep 2003 | B1 |
| D480923 | Neubourg | Oct 2003 | S |
| 6633647 | Markow | Oct 2003 | B1 |
| 6665971 | Lowry | Dec 2003 | B2 |
| 6694028 | Matsuo | Feb 2004 | B1 |
| 6704422 | Jensen | Mar 2004 | B1 |
| D489707 | Kobayashi | May 2004 | S |
| 6731334 | Maeng | May 2004 | B1 |
| 6741720 | Myatt | May 2004 | B1 |
| 6757393 | Spitzer | Jun 2004 | B1 |
| 6768795 | Feltstroem | Jul 2004 | B2 |
| 6868377 | Laroche | Mar 2005 | B1 |
| 6885750 | Egelmeers | Apr 2005 | B2 |
| 6885986 | Gigi | Apr 2005 | B1 |
| D504889 | Andre | May 2005 | S |
| 6889183 | Gunduzhan | May 2005 | B1 |
| 6895093 | Ali | May 2005 | B1 |
| 6931123 | Hughes | Aug 2005 | B1 |
| 6944312 | Mason | Sep 2005 | B2 |
| D510729 | Chen | Oct 2005 | S |
| 6968064 | Ning | Nov 2005 | B1 |
| 6990193 | Beaucoup | Jan 2006 | B2 |
| 6993126 | Kyrylenko | Jan 2006 | B1 |
| 6993145 | Combest | Jan 2006 | B2 |
| 7003099 | Zhang | Feb 2006 | B1 |
| 7013267 | Huart | Mar 2006 | B1 |
| 7031269 | Lee | Apr 2006 | B2 |
| 7035398 | Matsuo | Apr 2006 | B2 |
| 7035415 | Belt | Apr 2006 | B2 |
| 7050576 | Zhang | May 2006 | B2 |
| 7054451 | Janse | May 2006 | B2 |
| D526643 | Ishizaki | Aug 2006 | S |
| D527372 | Allen | Aug 2006 | S |
| 7092516 | Furuta | Aug 2006 | B2 |
| 7092882 | Arrowood | Aug 2006 | B2 |
| 7098865 | Christensen | Aug 2006 | B2 |
| 7106876 | Santiago | Sep 2006 | B2 |
| 7120269 | Lowell | Oct 2006 | B2 |
| 7130309 | Boaz | Oct 2006 | B2 |
| D533177 | Andre | Dec 2006 | S |
| 7149320 | Haykin | Dec 2006 | B2 |
| 7161534 | Tsai | Jan 2007 | B2 |
| 7187765 | Popovic | Mar 2007 | B2 |
| 7203308 | Kubota | Apr 2007 | B2 |
| D542543 | Bruce | May 2007 | S |
| 7212628 | Mirjana | May 2007 | B2 |
| D546318 | Yoon | Jul 2007 | S |
| D546814 | Takita | Jul 2007 | S |
| D547748 | Tsuge | Jul 2007 | S |
| 7239714 | De Blok | Jul 2007 | B2 |
| D549673 | Niitsu | Aug 2007 | S |
| 7269263 | Dedieu | Sep 2007 | B2 |
| D552570 | Niitsu | Oct 2007 | S |
| D559553 | James | Jan 2008 | S |
| 7333476 | LeBlanc | Feb 2008 | B2 |
| D566685 | Koller | Apr 2008 | S |
| 7359504 | Reuss | Apr 2008 | B1 |
| 7366310 | Stinson | Apr 2008 | B2 |
| 7387151 | Payne | Jun 2008 | B1 |
| 7412376 | Florencio | Aug 2008 | B2 |
| 7415117 | Tashev | Aug 2008 | B2 |
| D578509 | Thomas | Oct 2008 | S |
| D581510 | Albano | Nov 2008 | S |
| D582391 | Morimoto | Dec 2008 | S |
| D587709 | Niitsu | Mar 2009 | S |
| D589605 | Reedy | Mar 2009 | S |
| 7503616 | Linhard | Mar 2009 | B2 |
| 7515719 | Hooley | Apr 2009 | B2 |
| 7536769 | Pedersen | May 2009 | B2 |
| D595402 | Miyake | Jun 2009 | S |
| D595736 | Son | Jul 2009 | S |
| 7558381 | Ali | Jul 2009 | B1 |
| 7565949 | Tojo | Jul 2009 | B2 |
| D601585 | Andre | Oct 2009 | S |
| 7651390 | Profeta | Jan 2010 | B1 |
| 7660428 | Rodman | Feb 2010 | B2 |
| 7667728 | Kenoyer | Feb 2010 | B2 |
| 7672445 | Zhang | Mar 2010 | B1 |
| D613338 | Marukos | Apr 2010 | S |
| 7701110 | Fukuda | Apr 2010 | B2 |
| 7702116 | Stone | Apr 2010 | B2 |
| D614871 | Tang | May 2010 | S |
| 7724891 | Beaucoup | May 2010 | B2 |
| D617441 | Koury | Jun 2010 | S |
| 7747001 | Kellermann | Jun 2010 | B2 |
| 7756278 | Moorer | Jul 2010 | B2 |
| 7783063 | Pocino | Aug 2010 | B2 |
| 7787328 | Chu | Aug 2010 | B2 |
| 7830862 | James | Nov 2010 | B2 |
| 7831035 | Stokes | Nov 2010 | B2 |
| 7831036 | Beaucoup | Nov 2010 | B2 |
| 7856097 | Tokuda | Dec 2010 | B2 |
| 7881486 | Killion | Feb 2011 | B1 |
| 7894421 | Kwan | Feb 2011 | B2 |
| D636188 | Kim | Apr 2011 | S |
| 7925006 | Hirai | Apr 2011 | B2 |
| 7925007 | Stokes | Apr 2011 | B2 |
| 7936886 | Kim | May 2011 | B2 |
| 7970123 | Beaucoup | Jun 2011 | B2 |
| 7970151 | Oxford | Jun 2011 | B2 |
| D642385 | Lee | Aug 2011 | S |
| D643015 | Kim | Aug 2011 | S |
| 7991167 | Oxford | Aug 2011 | B2 |
| 7995768 | Miki | Aug 2011 | B2 |
| 8000481 | Nishikawa | Aug 2011 | B2 |
| 8005238 | Tashev | Aug 2011 | B2 |
| 8019091 | Burnett | Sep 2011 | B2 |
| 8041054 | Yeldener | Oct 2011 | B2 |
| 8059843 | Hung | Nov 2011 | B2 |
| 8064629 | Jiang | Nov 2011 | B2 |
| 8085947 | Haulick | Dec 2011 | B2 |
| 8085949 | Kim | Dec 2011 | B2 |
| 8095120 | Blair | Jan 2012 | B1 |
| 8098842 | Florencio | Jan 2012 | B2 |
| 8098844 | Elko | Jan 2012 | B2 |
| 8103030 | Barthel | Jan 2012 | B2 |
| 8109360 | Stewart, Jr. | Feb 2012 | B2 |
| 8112272 | Nagahama | Feb 2012 | B2 |
| 8116500 | Oxford | Feb 2012 | B2 |
| 8121834 | Rosec | Feb 2012 | B2 |
| D655271 | Park | Mar 2012 | S |
| D656473 | Laube | Mar 2012 | S |
| 8130969 | Buck | Mar 2012 | B2 |
| 8130977 | Chu | Mar 2012 | B2 |
| 8135143 | Ishibashi | Mar 2012 | B2 |
| 8144886 | Ishibashi | Mar 2012 | B2 |
| D658153 | Woo | Apr 2012 | S |
| 8155331 | Nakadai | Apr 2012 | B2 |
| 8170882 | Davis | May 2012 | B2 |
| 8175291 | Chan | May 2012 | B2 |
| 8175871 | Wang | May 2012 | B2 |
| 8184801 | Hamalainen | May 2012 | B1 |
| 8189765 | Nishikawa | May 2012 | B2 |
| 8189810 | Wolff | May 2012 | B2 |
| 8194863 | Takumai | Jun 2012 | B2 |
| 8199927 | Raftery | Jun 2012 | B1 |
| 8204198 | Adeney | Jun 2012 | B2 |
| 8204248 | Haulick | Jun 2012 | B2 |
| 8208664 | Iwasaki | Jun 2012 | B2 |
| 8213596 | Beaucoup | Jul 2012 | B2 |
| 8213634 | Daniel | Jul 2012 | B1 |
| 8219387 | Cutler | Jul 2012 | B2 |
| 8229134 | Duraiswami | Jul 2012 | B2 |
| 8233352 | Beaucoup | Jul 2012 | B2 |
| 8243951 | Ishibashi | Aug 2012 | B2 |
| 8244536 | Arun | Aug 2012 | B2 |
| 8249273 | Inoda | Aug 2012 | B2 |
| 8259959 | Marton | Sep 2012 | B2 |
| 8275120 | Stokes, III | Sep 2012 | B2 |
| 8280728 | Chen | Oct 2012 | B2 |
| 8284949 | Farhang | Oct 2012 | B2 |
| 8284952 | Reining | Oct 2012 | B2 |
| 8286749 | Stewart | Oct 2012 | B2 |
| 8290142 | Lambert | Oct 2012 | B1 |
| 8291670 | Gard | Oct 2012 | B2 |
| 8297402 | Stewart | Oct 2012 | B2 |
| 8315380 | Liu | Nov 2012 | B2 |
| 8331582 | Steele | Dec 2012 | B2 |
| 8345898 | Reining | Jan 2013 | B2 |
| 8355521 | Larson | Jan 2013 | B2 |
| 8370140 | Vitte | Feb 2013 | B2 |
| 8379823 | Ratmanski | Feb 2013 | B2 |
| 8385557 | Tashev | Feb 2013 | B2 |
| D678329 | Lee | Mar 2013 | S |
| 8395653 | Feng | Mar 2013 | B2 |
| 8403107 | Stewart | Mar 2013 | B2 |
| 8406436 | Craven | Mar 2013 | B2 |
| 8428661 | Chen | Apr 2013 | B2 |
| 8433061 | Cutler | Apr 2013 | B2 |
| D682266 | Wu | May 2013 | S |
| 8437490 | Marton | May 2013 | B2 |
| 8443930 | Stewart, Jr. | May 2013 | B2 |
| 8447590 | Ishibashi | May 2013 | B2 |
| 8472639 | Reining | Jun 2013 | B2 |
| 8472640 | Marton | Jun 2013 | B2 |
| D685346 | Szymanski | Jul 2013 | S |
| D686182 | Ashiwa | Jul 2013 | S |
| 8479871 | Stewart | Jul 2013 | B2 |
| 8483398 | Fozunbal | Jul 2013 | B2 |
| 8498423 | Thaden | Jul 2013 | B2 |
| D687432 | Duan | Aug 2013 | S |
| 8503653 | Ahuja | Aug 2013 | B2 |
| 8515089 | Nicholson | Aug 2013 | B2 |
| 8515109 | Dittberner | Aug 2013 | B2 |
| 8526633 | Ukai | Sep 2013 | B2 |
| 8553904 | Said | Oct 2013 | B2 |
| 8559611 | Ratmanski | Oct 2013 | B2 |
| D693328 | Goetzen | Nov 2013 | S |
| 8583481 | Viveiros | Nov 2013 | B2 |
| 8599194 | Lewis | Dec 2013 | B2 |
| 8600443 | Kawaguchi | Dec 2013 | B2 |
| 8605890 | Zhang | Dec 2013 | B2 |
| 8620650 | Walters | Dec 2013 | B2 |
| 8631897 | Stewart | Jan 2014 | B2 |
| 8634569 | Lu | Jan 2014 | B2 |
| 8638951 | Zurek | Jan 2014 | B2 |
| D699712 | Bourne | Feb 2014 | S |
| 8644477 | Gilbert | Feb 2014 | B2 |
| 8654955 | Lambert | Feb 2014 | B1 |
| 8654990 | Faller | Feb 2014 | B2 |
| 8660274 | Wolff | Feb 2014 | B2 |
| 8660275 | Buck | Feb 2014 | B2 |
| 8670581 | Harman | Mar 2014 | B2 |
| 8672087 | Stewart | Mar 2014 | B2 |
| 8675890 | Schmidt | Mar 2014 | B2 |
| 8675899 | Jung | Mar 2014 | B2 |
| 8676728 | Velusamy | Mar 2014 | B1 |
| 8682675 | Togami | Mar 2014 | B2 |
| 8724829 | Visser | May 2014 | B2 |
| 8730156 | Weising | May 2014 | B2 |
| 8744069 | Cutler | Jun 2014 | B2 |
| 8744101 | Burns | Jun 2014 | B1 |
| 8755536 | Chen | Jun 2014 | B2 |
| 8787560 | Buck | Jul 2014 | B2 |
| 8811601 | Mohammad | Aug 2014 | B2 |
| 8818002 | Tashev | Aug 2014 | B2 |
| 8824693 | Åhgren | Sep 2014 | B2 |
| 8842851 | Beaucoup | Sep 2014 | B2 |
| 8855326 | Derkx | Oct 2014 | B2 |
| 8855327 | Tanaka | Oct 2014 | B2 |
| 8861713 | Xu | Oct 2014 | B2 |
| 8861756 | Zhu | Oct 2014 | B2 |
| 8873789 | Bigeh | Oct 2014 | B2 |
| D717272 | Kim | Nov 2014 | S |
| 8886343 | Ishibashi | Nov 2014 | B2 |
| 8893849 | Hudson | Nov 2014 | B2 |
| 8898633 | Bryant | Nov 2014 | B2 |
| D718731 | Lee | Dec 2014 | S |
| 8903106 | Meyer | Dec 2014 | B2 |
| 8923529 | McCowan | Dec 2014 | B2 |
| 8929564 | Kikkeri | Jan 2015 | B2 |
| 8942382 | Elko | Jan 2015 | B2 |
| 8965546 | Visser | Feb 2015 | B2 |
| D725059 | Kim | Mar 2015 | S |
| D725631 | McNamara | Mar 2015 | S |
| 8976977 | De | Mar 2015 | B2 |
| 8983089 | Chu | Mar 2015 | B1 |
| 8983834 | Davis | Mar 2015 | B2 |
| D726144 | Kang | Apr 2015 | S |
| D727968 | Onoue | Apr 2015 | S |
| 9002028 | Haulick | Apr 2015 | B2 |
| D729767 | Lee | May 2015 | S |
| 9038301 | Zelbacher | May 2015 | B2 |
| 9088336 | Mani | Jul 2015 | B2 |
| 9094496 | Teutsch | Jul 2015 | B2 |
| D735717 | Lam | Aug 2015 | S |
| D737245 | Fan | Aug 2015 | S |
| 9099094 | Burnett | Aug 2015 | B2 |
| 9107001 | Diethorn | Aug 2015 | B2 |
| 9111543 | Åhgren | Aug 2015 | B2 |
| 9113242 | Hyun | Aug 2015 | B2 |
| 9113247 | Chatlani | Aug 2015 | B2 |
| 9126827 | Hsieh | Sep 2015 | B2 |
| 9129223 | Velusamy | Sep 2015 | B1 |
| 9140054 | Oberbroeckling | Sep 2015 | B2 |
| D740279 | Wu | Oct 2015 | S |
| 9172345 | Kok | Oct 2015 | B2 |
| D743376 | Kim | Nov 2015 | S |
| D743939 | Seong | Nov 2015 | S |
| 9196261 | Burnett | Nov 2015 | B2 |
| 9197974 | Clark | Nov 2015 | B1 |
| 9203494 | Tarighat Mehrabani | Dec 2015 | B2 |
| 9215327 | Bathurst | Dec 2015 | B2 |
| 9215543 | Sun | Dec 2015 | B2 |
| 9226062 | Sun | Dec 2015 | B2 |
| 9226070 | Hyun | Dec 2015 | B2 |
| 9226088 | Pandey | Dec 2015 | B2 |
| 9232185 | Graham | Jan 2016 | B2 |
| 9237391 | Benesty | Jan 2016 | B2 |
| 9247367 | Nobile | Jan 2016 | B2 |
| 9253567 | Morcelli | Feb 2016 | B2 |
| 9257132 | Gowreesunker | Feb 2016 | B2 |
| 9264553 | Pandey | Feb 2016 | B2 |
| 9264805 | Buck | Feb 2016 | B2 |
| 9280985 | Tawada | Mar 2016 | B2 |
| 9286908 | Zhang | Mar 2016 | B2 |
| 9294839 | Lambert | Mar 2016 | B2 |
| 9301049 | Elko | Mar 2016 | B2 |
| D754103 | Fischer | Apr 2016 | S |
| 9307326 | Elko | Apr 2016 | B2 |
| 9319532 | Bao | Apr 2016 | B2 |
| 9319799 | Salmon | Apr 2016 | B2 |
| 9326060 | Nicholson | Apr 2016 | B2 |
| D756502 | Lee | May 2016 | S |
| 9330673 | Cho | May 2016 | B2 |
| 9338301 | Pocino | May 2016 | B2 |
| 9338549 | Haulick | May 2016 | B2 |
| 9354310 | Visser | May 2016 | B2 |
| 9357080 | Beaucoup | May 2016 | B2 |
| 9403670 | Schelling | Aug 2016 | B2 |
| 9426598 | Walsh | Aug 2016 | B2 |
| D767748 | Nakai | Sep 2016 | S |
| 9451078 | Yang | Sep 2016 | B2 |
| D769239 | Li | Oct 2016 | S |
| 9462378 | Kuech | Oct 2016 | B2 |
| 9473868 | Huang | Oct 2016 | B2 |
| 9479627 | Rung | Oct 2016 | B1 |
| 9479885 | Ivanov | Oct 2016 | B1 |
| 9489948 | Chu | Nov 2016 | B1 |
| 9510090 | Lissek | Nov 2016 | B2 |
| 9514723 | Silfvast | Dec 2016 | B2 |
| 9516412 | Shigenaga | Dec 2016 | B2 |
| 9521057 | Klingbeil | Dec 2016 | B2 |
| 9549245 | Frater | Jan 2017 | B2 |
| 9560446 | Chang | Jan 2017 | B1 |
| 9560451 | Eichfeld | Jan 2017 | B2 |
| 9565493 | Abraham | Feb 2017 | B2 |
| 9578413 | Sawa | Feb 2017 | B2 |
| 9578440 | Otto | Feb 2017 | B2 |
| 9589556 | Gao | Mar 2017 | B2 |
| 9591123 | Sorensen | Mar 2017 | B2 |
| 9591404 | Chhetri | Mar 2017 | B1 |
| D784299 | Cho | Apr 2017 | S |
| 9615173 | Sako | Apr 2017 | B2 |
| 9628596 | Bullough | Apr 2017 | B1 |
| 9635186 | Pandey | Apr 2017 | B2 |
| 9635474 | Kuster | Apr 2017 | B2 |
| D787481 | Tyss | May 2017 | S |
| D788073 | Silvera | May 2017 | S |
| 9640187 | Niemisto | May 2017 | B2 |
| 9641688 | Pandey | May 2017 | B2 |
| 9641929 | Li | May 2017 | B2 |
| 9641935 | Ivanov | May 2017 | B1 |
| 9653091 | Matsuo | May 2017 | B2 |
| 9653092 | Sun | May 2017 | B2 |
| 9655001 | Metzger | May 2017 | B2 |
| 9659576 | Kotvis | May 2017 | B1 |
| D789323 | Mackiewicz | Jun 2017 | S |
| 9674604 | Deroo | Jun 2017 | B2 |
| 9692882 | Mani | Jun 2017 | B2 |
| 9706057 | Mani | Jul 2017 | B2 |
| 9716944 | Yliaho | Jul 2017 | B2 |
| 9721582 | Huang | Aug 2017 | B1 |
| 9734835 | Fujieda | Aug 2017 | B2 |
| 9754572 | Salazar | Sep 2017 | B2 |
| 9761243 | Taenzer | Sep 2017 | B2 |
| D801285 | Timmins | Oct 2017 | S |
| 9788119 | Vilermo | Oct 2017 | B2 |
| 9813806 | Graham | Nov 2017 | B2 |
| 9818426 | Kotera | Nov 2017 | B2 |
| 9826211 | Sawa | Nov 2017 | B2 |
| 9854101 | Pandey | Dec 2017 | B2 |
| 9854363 | Sladeczek | Dec 2017 | B2 |
| 9860439 | Sawa | Jan 2018 | B2 |
| 9866952 | Pandey | Jan 2018 | B2 |
| D811393 | Ahn | Feb 2018 | S |
| 9894434 | Rollow, IV | Feb 2018 | B2 |
| 9930448 | Chen | Mar 2018 | B1 |
| 9936290 | Mohammad | Apr 2018 | B2 |
| 9966059 | Ayrapetian | May 2018 | B1 |
| 9973848 | Chhetri | May 2018 | B2 |
| 9980042 | Benattar | May 2018 | B1 |
| D819607 | Chui | Jun 2018 | S |
| D819631 | Matsumiya | Jun 2018 | S |
| 10015589 | Ebenezer | Jul 2018 | B1 |
| 10021506 | Johnson | Jul 2018 | B2 |
| 10021515 | Mallya | Jul 2018 | B1 |
| 10034116 | Kadri | Jul 2018 | B2 |
| 10054320 | Choi | Aug 2018 | B2 |
| 10061009 | Family | Aug 2018 | B1 |
| 10062379 | Katuri | Aug 2018 | B2 |
| 10153744 | Every | Dec 2018 | B1 |
| 10165386 | Lehtiniemi | Dec 2018 | B2 |
| D841589 | Böhmer | Feb 2019 | S |
| 10206030 | Matsumoto | Feb 2019 | B2 |
| 10210882 | McCowan | Feb 2019 | B1 |
| 10231062 | Pedersen | Mar 2019 | B2 |
| 10244121 | Mani | Mar 2019 | B2 |
| 10244219 | Sawa | Mar 2019 | B2 |
| 10269343 | Wingate | Apr 2019 | B2 |
| 10366702 | Morton | Jul 2019 | B2 |
| 10367948 | Wells-Rutherford | Jul 2019 | B2 |
| D857873 | Shimada | Aug 2019 | S |
| 10389861 | Mani | Aug 2019 | B2 |
| 10389885 | Sun | Aug 2019 | B2 |
| D860319 | Beruto | Sep 2019 | S |
| D860997 | Jhun | Sep 2019 | S |
| D864136 | Kim | Oct 2019 | S |
| 10440469 | Barnett | Oct 2019 | B2 |
| D865723 | Cho | Nov 2019 | S |
| 10566008 | Thorpe | Feb 2020 | B2 |
| 10602267 | Grosche | Mar 2020 | B2 |
| D883952 | Lucas | May 2020 | S |
| 10650797 | Kumar | May 2020 | B2 |
| D888020 | Lyu | Jun 2020 | S |
| 10728653 | Graham | Jul 2020 | B2 |
| D900070 | Lantz | Oct 2020 | S |
| D900071 | Lantz | Oct 2020 | S |
| D900072 | Lantz | Oct 2020 | S |
| D900073 | Lantz | Oct 2020 | S |
| D900074 | Lantz | Oct 2020 | S |
| 10827263 | Christoph | Nov 2020 | B2 |
| 10863270 | O'Neill | Dec 2020 | B1 |
| 10930297 | Christoph | Feb 2021 | B2 |
| 10959018 | Shi | Mar 2021 | B1 |
| 10979805 | Chowdhary | Apr 2021 | B2 |
| D924189 | Park | Jul 2021 | S |
| 11109133 | Lantz | Aug 2021 | B2 |
| D940116 | Cho | Jan 2022 | S |
| 20010031058 | Anderson | Oct 2001 | A1 |
| 20020015500 | Belt | Feb 2002 | A1 |
| 20020041679 | Beaucoup | Apr 2002 | A1 |
| 20020048377 | Vaudrey | Apr 2002 | A1 |
| 20020064158 | Yokoyama | May 2002 | A1 |
| 20020064287 | Kawamura | May 2002 | A1 |
| 20020069054 | Arrowood | Jun 2002 | A1 |
| 20020110255 | Killion | Aug 2002 | A1 |
| 20020126861 | Colby | Sep 2002 | A1 |
| 20020131580 | Smith | Sep 2002 | A1 |
| 20020140633 | Rafii | Oct 2002 | A1 |
| 20020146282 | Wilkes | Oct 2002 | A1 |
| 20020149070 | Sheplak | Oct 2002 | A1 |
| 20020159603 | Hirai | Oct 2002 | A1 |
| 20030026437 | Janse | Feb 2003 | A1 |
| 20030053639 | Beaucoup | Mar 2003 | A1 |
| 20030059061 | Tsuji | Mar 2003 | A1 |
| 20030063762 | Tajima | Apr 2003 | A1 |
| 20030063768 | Cornelius | Apr 2003 | A1 |
| 20030072461 | Moorer | Apr 2003 | A1 |
| 20030107478 | Hendricks | Jun 2003 | A1 |
| 20030118200 | Beaucoup | Jun 2003 | A1 |
| 20030122777 | Grover | Jul 2003 | A1 |
| 20030138119 | Pocino | Jul 2003 | A1 |
| 20030156725 | Boone | Aug 2003 | A1 |
| 20030161485 | Smith | Aug 2003 | A1 |
| 20030163326 | Maase | Aug 2003 | A1 |
| 20030169888 | Subotic | Sep 2003 | A1 |
| 20030185404 | Milsap | Oct 2003 | A1 |
| 20030198339 | Roy | Oct 2003 | A1 |
| 20030198359 | Killion | Oct 2003 | A1 |
| 20030202107 | Slattery | Oct 2003 | A1 |
| 20040013038 | Kajala | Jan 2004 | A1 |
| 20040013252 | Craner | Jan 2004 | A1 |
| 20040076305 | Santiago | Apr 2004 | A1 |
| 20040105557 | Matsuo | Jun 2004 | A1 |
| 20040125942 | Beaucoup | Jul 2004 | A1 |
| 20040175006 | Kim | Sep 2004 | A1 |
| 20040202345 | Stenberg | Oct 2004 | A1 |
| 20040240664 | Freed | Dec 2004 | A1 |
| 20050005494 | Way | Jan 2005 | A1 |
| 20050041530 | Goudie | Feb 2005 | A1 |
| 20050069156 | Haapapuro | Mar 2005 | A1 |
| 20050094580 | Kumar | May 2005 | A1 |
| 20050094795 | Rambo | May 2005 | A1 |
| 20050149320 | Kajala | Jul 2005 | A1 |
| 20050157897 | Saltykov | Jul 2005 | A1 |
| 20050175189 | Lee | Aug 2005 | A1 |
| 20050175190 | Tashev | Aug 2005 | A1 |
| 20050213747 | Popovich | Sep 2005 | A1 |
| 20050221867 | Zurek | Oct 2005 | A1 |
| 20050238196 | Furuno | Oct 2005 | A1 |
| 20050270906 | Ramenzoni | Dec 2005 | A1 |
| 20050271221 | Cerwin | Dec 2005 | A1 |
| 20050286698 | Bathurst | Dec 2005 | A1 |
| 20050286729 | Harwood | Dec 2005 | A1 |
| 20060083390 | Kaderavek | Apr 2006 | A1 |
| 20060088173 | Rodman | Apr 2006 | A1 |
| 20060093128 | Oxford | May 2006 | A1 |
| 20060098403 | Smith | May 2006 | A1 |
| 20060104458 | Kenoyer | May 2006 | A1 |
| 20060109983 | Young | May 2006 | A1 |
| 20060151256 | Lee | Jul 2006 | A1 |
| 20060159293 | Azima | Jul 2006 | A1 |
| 20060161430 | Schweng | Jul 2006 | A1 |
| 20060165242 | Miki | Jul 2006 | A1 |
| 20060192976 | Hall | Aug 2006 | A1 |
| 20060198541 | Henry | Sep 2006 | A1 |
| 20060204022 | Hooley | Sep 2006 | A1 |
| 20060215866 | Francisco | Sep 2006 | A1 |
| 20060222187 | Jarrett | Oct 2006 | A1 |
| 20060233353 | Beaucoup | Oct 2006 | A1 |
| 20060239471 | Mao | Oct 2006 | A1 |
| 20060262942 | Oxford | Nov 2006 | A1 |
| 20060269080 | Oxford | Nov 2006 | A1 |
| 20060269086 | Page | Nov 2006 | A1 |
| 20070006474 | Taniguchi | Jan 2007 | A1 |
| 20070009116 | Reining | Jan 2007 | A1 |
| 20070019828 | Hughes | Jan 2007 | A1 |
| 20070053524 | Haulick | Mar 2007 | A1 |
| 20070093714 | Beaucoup | Apr 2007 | A1 |
| 20070116255 | Derkx | May 2007 | A1 |
| 20070120029 | Keung | May 2007 | A1 |
| 20070165871 | Roovers | Jul 2007 | A1 |
| 20070191977 | Gilbert | Aug 2007 | A1 |
| 20070230712 | Belt | Oct 2007 | A1 |
| 20070253561 | Williams | Nov 2007 | A1 |
| 20070269066 | Derleth | Nov 2007 | A1 |
| 20080008339 | Ryan | Jan 2008 | A1 |
| 20080033723 | Jang | Feb 2008 | A1 |
| 20080046235 | Chen | Feb 2008 | A1 |
| 20080056517 | Algazi | Mar 2008 | A1 |
| 20080101622 | Sugiyama | May 2008 | A1 |
| 20080130907 | Sudo | Jun 2008 | A1 |
| 20080144848 | Buck | Jun 2008 | A1 |
| 20080168283 | Penning | Jul 2008 | A1 |
| 20080188965 | Bruey | Aug 2008 | A1 |
| 20080212805 | Fincham | Sep 2008 | A1 |
| 20080232607 | Tashev | Sep 2008 | A1 |
| 20080247567 | Kjolerbakken | Oct 2008 | A1 |
| 20080253553 | Li | Oct 2008 | A1 |
| 20080253589 | Trahms | Oct 2008 | A1 |
| 20080259731 | Happonen | Oct 2008 | A1 |
| 20080260175 | Elko | Oct 2008 | A1 |
| 20080279400 | Knoll | Nov 2008 | A1 |
| 20080285772 | Haulick | Nov 2008 | A1 |
| 20090003586 | Lai | Jan 2009 | A1 |
| 20090030536 | Gur | Jan 2009 | A1 |
| 20090052684 | Ishibashi | Feb 2009 | A1 |
| 20090086998 | Jeong | Apr 2009 | A1 |
| 20090087000 | Ko | Apr 2009 | A1 |
| 20090087001 | Jiang | Apr 2009 | A1 |
| 20090094817 | Killion | Apr 2009 | A1 |
| 20090129609 | Oh | May 2009 | A1 |
| 20090147967 | Ishibashi | Jun 2009 | A1 |
| 20090150149 | Cutter | Jun 2009 | A1 |
| 20090161880 | Hooley | Jun 2009 | A1 |
| 20090169027 | Ura | Jul 2009 | A1 |
| 20090173030 | Gulbrandsen | Jul 2009 | A1 |
| 20090173570 | Levit | Jul 2009 | A1 |
| 20090226004 | Soerensen | Sep 2009 | A1 |
| 20090233545 | Sutskover | Sep 2009 | A1 |
| 20090237561 | Kobayashi | Sep 2009 | A1 |
| 20090254340 | Sun | Oct 2009 | A1 |
| 20090274318 | Ishibashi | Nov 2009 | A1 |
| 20090310794 | Ishibashi | Dec 2009 | A1 |
| 20100011644 | Kramer | Jan 2010 | A1 |
| 20100034397 | Nakadai | Feb 2010 | A1 |
| 20100074433 | Zhang | Mar 2010 | A1 |
| 20100111323 | Marton | May 2010 | A1 |
| 20100111324 | Yeldener | May 2010 | A1 |
| 20100119097 | Ohtsuka | May 2010 | A1 |
| 20100123785 | Chen | May 2010 | A1 |
| 20100128892 | Chen | May 2010 | A1 |
| 20100128901 | Herman | May 2010 | A1 |
| 20100131749 | Kim | May 2010 | A1 |
| 20100142721 | Wada | Jun 2010 | A1 |
| 20100150364 | Buck | Jun 2010 | A1 |
| 20100158268 | Marton | Jun 2010 | A1 |
| 20100165071 | Ishibashi | Jul 2010 | A1 |
| 20100166219 | Marton | Jul 2010 | A1 |
| 20100189275 | Christoph | Jul 2010 | A1 |
| 20100189299 | Grant | Jul 2010 | A1 |
| 20100202628 | Meyer | Aug 2010 | A1 |
| 20100208605 | Wang | Aug 2010 | A1 |
| 20100215184 | Buck | Aug 2010 | A1 |
| 20100215189 | Marton | Aug 2010 | A1 |
| 20100217590 | Nemer | Aug 2010 | A1 |
| 20100245624 | Beaucoup | Sep 2010 | A1 |
| 20100246873 | Chen | Sep 2010 | A1 |
| 20100284185 | Ngai | Nov 2010 | A1 |
| 20100305728 | Aiso | Dec 2010 | A1 |
| 20100314513 | Evans | Dec 2010 | A1 |
| 20110002469 | Ojala | Jan 2011 | A1 |
| 20110007921 | Stewart | Jan 2011 | A1 |
| 20110033063 | McGrath | Feb 2011 | A1 |
| 20110038229 | Beaucoup | Feb 2011 | A1 |
| 20110096136 | Liu | Apr 2011 | A1 |
| 20110096631 | Kondo | Apr 2011 | A1 |
| 20110096915 | Nemer | Apr 2011 | A1 |
| 20110164761 | McCowan | Jul 2011 | A1 |
| 20110194719 | Frater | Aug 2011 | A1 |
| 20110211706 | Tanaka | Sep 2011 | A1 |
| 20110235821 | Okita | Sep 2011 | A1 |
| 20110268287 | Ishibashi | Nov 2011 | A1 |
| 20110311064 | Teutsch | Dec 2011 | A1 |
| 20110311085 | Stewart | Dec 2011 | A1 |
| 20110317862 | Hosoe | Dec 2011 | A1 |
| 20120002835 | Stewart | Jan 2012 | A1 |
| 20120014049 | Ogle | Jan 2012 | A1 |
| 20120027227 | Kok | Feb 2012 | A1 |
| 20120076316 | Zhu | Mar 2012 | A1 |
| 20120080260 | Stewart | Apr 2012 | A1 |
| 20120093344 | Sun | Apr 2012 | A1 |
| 20120117474 | Miki | May 2012 | A1 |
| 20120128160 | Kim | May 2012 | A1 |
| 20120128175 | Visser | May 2012 | A1 |
| 20120155688 | Wilson | Jun 2012 | A1 |
| 20120155703 | Hernandez-Abrego | Jun 2012 | A1 |
| 20120163625 | Siotis | Jun 2012 | A1 |
| 20120169826 | Jeong | Jul 2012 | A1 |
| 20120177219 | Mullen | Jul 2012 | A1 |
| 20120182429 | Forutanpour | Jul 2012 | A1 |
| 20120207335 | Spaanderman | Aug 2012 | A1 |
| 20120224709 | Keddem | Sep 2012 | A1 |
| 20120243698 | Elko | Sep 2012 | A1 |
| 20120262536 | Chen | Oct 2012 | A1 |
| 20120288079 | Burnett | Nov 2012 | A1 |
| 20120288114 | Duraiswami | Nov 2012 | A1 |
| 20120294472 | Hudson | Nov 2012 | A1 |
| 20120327115 | Chhetri | Dec 2012 | A1 |
| 20120328142 | Horibe | Dec 2012 | A1 |
| 20130002797 | Thapa | Jan 2013 | A1 |
| 20130004013 | Stewart | Jan 2013 | A1 |
| 20130015014 | Stewart | Jan 2013 | A1 |
| 20130016847 | Steiner | Jan 2013 | A1 |
| 20130028451 | De Roo | Jan 2013 | A1 |
| 20130029684 | Kawaguchi | Jan 2013 | A1 |
| 20130034241 | Pandey | Feb 2013 | A1 |
| 20130039504 | Pandey | Feb 2013 | A1 |
| 20130083911 | Bathurst | Apr 2013 | A1 |
| 20130094689 | Tanaka | Apr 2013 | A1 |
| 20130101141 | McElveen | Apr 2013 | A1 |
| 20130136274 | Aehgren | May 2013 | A1 |
| 20130142343 | Matsui | Jun 2013 | A1 |
| 20130147835 | Hyun | Jun 2013 | A1 |
| 20130156198 | Kim | Jun 2013 | A1 |
| 20130182190 | McCartney | Jul 2013 | A1 |
| 20130206501 | Yu | Aug 2013 | A1 |
| 20130216066 | Yerrace | Aug 2013 | A1 |
| 20130226593 | Magnusson | Aug 2013 | A1 |
| 20130251181 | Stewart | Sep 2013 | A1 |
| 20130264144 | Hudson | Oct 2013 | A1 |
| 20130271559 | Feng | Oct 2013 | A1 |
| 20130294616 | Mulder | Nov 2013 | A1 |
| 20130297302 | Pan | Nov 2013 | A1 |
| 20130304476 | Kim | Nov 2013 | A1 |
| 20130304479 | Teller | Nov 2013 | A1 |
| 20130329908 | Lindahl | Dec 2013 | A1 |
| 20130332156 | Tackin | Dec 2013 | A1 |
| 20130336516 | Stewart | Dec 2013 | A1 |
| 20130343549 | Vemireddy | Dec 2013 | A1 |
| 20140003635 | Mohammad | Jan 2014 | A1 |
| 20140010383 | Mackey | Jan 2014 | A1 |
| 20140016794 | Lu | Jan 2014 | A1 |
| 20140029761 | Maenpaa | Jan 2014 | A1 |
| 20140037097 | Labosco | Feb 2014 | A1 |
| 20140050332 | Nielsen | Feb 2014 | A1 |
| 20140072151 | Ochs | Mar 2014 | A1 |
| 20140098233 | Martin | Apr 2014 | A1 |
| 20140098964 | Rosca | Apr 2014 | A1 |
| 20140122060 | Kaszczuk | May 2014 | A1 |
| 20140177857 | Kuster | Jun 2014 | A1 |
| 20140233777 | Tseng | Aug 2014 | A1 |
| 20140233778 | Hardiman | Aug 2014 | A1 |
| 20140264654 | Salmon | Sep 2014 | A1 |
| 20140265774 | Stewart | Sep 2014 | A1 |
| 20140270271 | Dehe | Sep 2014 | A1 |
| 20140286518 | Stewart | Sep 2014 | A1 |
| 20140295768 | Wu | Oct 2014 | A1 |
| 20140301586 | Stewart | Oct 2014 | A1 |
| 20140307882 | Leblanc | Oct 2014 | A1 |
| 20140314251 | Rosca | Oct 2014 | A1 |
| 20140341392 | Lambert | Nov 2014 | A1 |
| 20140357177 | Stewart | Dec 2014 | A1 |
| 20140363008 | Chen | Dec 2014 | A1 |
| 20150003638 | Kasai | Jan 2015 | A1 |
| 20150025878 | Gowreesunker | Jan 2015 | A1 |
| 20150030172 | Gaensler | Jan 2015 | A1 |
| 20150033042 | Iwamoto | Jan 2015 | A1 |
| 20150050967 | Bao | Feb 2015 | A1 |
| 20150055796 | Nugent | Feb 2015 | A1 |
| 20150055797 | Nguyen | Feb 2015 | A1 |
| 20150063579 | Bao | Mar 2015 | A1 |
| 20150070188 | Aramburu | Mar 2015 | A1 |
| 20150078581 | Etter | Mar 2015 | A1 |
| 20150078582 | Graham | Mar 2015 | A1 |
| 20150097719 | Balachandreswaran | Apr 2015 | A1 |
| 20150104023 | Bilobrov | Apr 2015 | A1 |
| 20150117672 | Christoph | Apr 2015 | A1 |
| 20150118960 | Petit | Apr 2015 | A1 |
| 20150126255 | Yang | May 2015 | A1 |
| 20150156578 | Alexandridis | Jun 2015 | A1 |
| 20150163577 | Benesty | Jun 2015 | A1 |
| 20150185825 | Mullins | Jul 2015 | A1 |
| 20150189423 | Giannuzzi | Jul 2015 | A1 |
| 20150208171 | Funakoshi | Jul 2015 | A1 |
| 20150237424 | Wilker | Aug 2015 | A1 |
| 20150281832 | Kishimoto | Oct 2015 | A1 |
| 20150281833 | Shigenaga | Oct 2015 | A1 |
| 20150281834 | Takano | Oct 2015 | A1 |
| 20150312662 | Kishimoto | Oct 2015 | A1 |
| 20150312691 | Virolainen | Oct 2015 | A1 |
| 20150326968 | Shigenaga | Nov 2015 | A1 |
| 20150341734 | Sherman | Nov 2015 | A1 |
| 20150350621 | Sawa | Dec 2015 | A1 |
| 20150358734 | Butler | Dec 2015 | A1 |
| 20160011851 | Zhang | Jan 2016 | A1 |
| 20160021478 | Katagiri | Jan 2016 | A1 |
| 20160029120 | Nesta | Jan 2016 | A1 |
| 20160031700 | Sparks | Feb 2016 | A1 |
| 20160037277 | Matsumoto | Feb 2016 | A1 |
| 20160055859 | Finlow-Bates | Feb 2016 | A1 |
| 20160080867 | Nugent | Mar 2016 | A1 |
| 20160088392 | Huttunen | Mar 2016 | A1 |
| 20160100092 | Bohac | Apr 2016 | A1 |
| 20160105473 | Klingbeil | Apr 2016 | A1 |
| 20160111109 | Tsujikawa | Apr 2016 | A1 |
| 20160127527 | Mani | May 2016 | A1 |
| 20160134928 | Ogle | May 2016 | A1 |
| 20160142548 | Pandey | May 2016 | A1 |
| 20160142814 | Deroo | May 2016 | A1 |
| 20160142815 | Norris | May 2016 | A1 |
| 20160148057 | Oh | May 2016 | A1 |
| 20160150315 | Tzirkel-Hancock | May 2016 | A1 |
| 20160150316 | Kubota | May 2016 | A1 |
| 20160155455 | Ojanperä | Jun 2016 | A1 |
| 20160165340 | Benattar | Jun 2016 | A1 |
| 20160173976 | Podhradsky | Jun 2016 | A1 |
| 20160173978 | Li | Jun 2016 | A1 |
| 20160189727 | Wu | Jun 2016 | A1 |
| 20160192068 | Ng | Jun 2016 | A1 |
| 20160196836 | Yu | Jul 2016 | A1 |
| 20160234593 | Matsumoto | Aug 2016 | A1 |
| 20160249132 | Oliaei | Aug 2016 | A1 |
| 20160275961 | Yu | Sep 2016 | A1 |
| 20160295279 | Srinivasan | Oct 2016 | A1 |
| 20160300584 | Pandey | Oct 2016 | A1 |
| 20160302002 | Lambert | Oct 2016 | A1 |
| 20160302006 | Pandey | Oct 2016 | A1 |
| 20160323667 | Shumard | Nov 2016 | A1 |
| 20160323668 | Abraham | Nov 2016 | A1 |
| 20160330545 | McElveen | Nov 2016 | A1 |
| 20160337523 | Pandey | Nov 2016 | A1 |
| 20160353200 | Bigeh | Dec 2016 | A1 |
| 20160357508 | Moore | Dec 2016 | A1 |
| 20170019744 | Matsumoto | Jan 2017 | A1 |
| 20170064451 | Park | Mar 2017 | A1 |
| 20170105066 | McLaughlin | Apr 2017 | A1 |
| 20170134849 | Pandey | May 2017 | A1 |
| 20170134850 | Graham | May 2017 | A1 |
| 20170164101 | Rollow, IV | Jun 2017 | A1 |
| 20170180861 | Chen | Jun 2017 | A1 |
| 20170206064 | Breazeal | Jul 2017 | A1 |
| 20170230748 | Shumard | Aug 2017 | A1 |
| 20170264999 | Fukuda | Sep 2017 | A1 |
| 20170303887 | Richmond | Oct 2017 | A1 |
| 20170308352 | Kessler | Oct 2017 | A1 |
| 20170374454 | Bernardini | Dec 2017 | A1 |
| 20180083848 | Siddiqi | Mar 2018 | A1 |
| 20180102136 | Ebenezer | Apr 2018 | A1 |
| 20180109873 | Xiang | Apr 2018 | A1 |
| 20180115799 | Thiele | Apr 2018 | A1 |
| 20180160224 | Graham | Jun 2018 | A1 |
| 20180196585 | Densham | Jul 2018 | A1 |
| 20180219922 | Bryans | Aug 2018 | A1 |
| 20180227666 | Barnett | Aug 2018 | A1 |
| 20180292079 | Branham | Oct 2018 | A1 |
| 20180310096 | Shumard | Oct 2018 | A1 |
| 20180313558 | Byers | Nov 2018 | A1 |
| 20180338205 | Abraham | Nov 2018 | A1 |
| 20180359565 | Kim | Dec 2018 | A1 |
| 20190042187 | Truong | Feb 2019 | A1 |
| 20190166424 | Harney | May 2019 | A1 |
| 20190215540 | Nicol | Jul 2019 | A1 |
| 20190230436 | Tsingos | Jul 2019 | A1 |
| 20190259408 | Freeman | Aug 2019 | A1 |
| 20190268683 | Miyahara | Aug 2019 | A1 |
| 20190295540 | Grima | Sep 2019 | A1 |
| 20190295569 | Wang | Sep 2019 | A1 |
| 20190319677 | Hansen | Oct 2019 | A1 |
| 20190371354 | Lester | Dec 2019 | A1 |
| 20190373362 | Ansai | Dec 2019 | A1 |
| 20190385629 | Moravy | Dec 2019 | A1 |
| 20190387311 | Schultz | Dec 2019 | A1 |
| 20200015021 | Leppanen | Jan 2020 | A1 |
| 20200021910 | Rollow, IV | Jan 2020 | A1 |
| 20200027472 | Huang | Jan 2020 | A1 |
| 20200037068 | Barnett | Jan 2020 | A1 |
| 20200068297 | Rollow, IV | Feb 2020 | A1 |
| 20200100009 | Lantz | Mar 2020 | A1 |
| 20200100025 | Shumard | Mar 2020 | A1 |
| 20200137485 | Yamakawa | Apr 2020 | A1 |
| 20200137510 | Ikegaya | Apr 2020 | A1 |
| 20200145753 | Rollow, IV | May 2020 | A1 |
| 20200152218 | Kikuhara | May 2020 | A1 |
| 20200162618 | Enteshari | May 2020 | A1 |
| 20200228663 | Wells-Rutherford | Jul 2020 | A1 |
| 20200251119 | Yang | Aug 2020 | A1 |
| 20200275204 | Labosco | Aug 2020 | A1 |
| 20200278043 | Cao | Sep 2020 | A1 |
| 20200288237 | Abraham | Sep 2020 | A1 |
| 20210012789 | Husain | Jan 2021 | A1 |
| 20210021940 | Petersen | Jan 2021 | A1 |
| 20210044881 | Lantz | Feb 2021 | A1 |
| 20210051397 | Veselinovic | Feb 2021 | A1 |
| 20210098014 | Tanaka | Apr 2021 | A1 |
| 20210098015 | Pandey | Apr 2021 | A1 |
| 20210120335 | Veselinovic | Apr 2021 | A1 |
| 20210200504 | Park | Jul 2021 | A1 |
| 20210375298 | Zhang | Dec 2021 | A1 |
| Number | Date | Country |
|---|---|---|
| 2359771 | Apr 2003 | CA |
| 2475283 | Jan 2005 | CA |
| 2505496 | Oct 2006 | CA |
| 2838856 | Dec 2012 | CA |
| 2846323 | Sep 2014 | CA |
| 1780495 | May 2006 | CN |
| 101217830 | Jul 2008 | CN |
| 101833954 | Sep 2010 | CN |
| 101860776 | Oct 2010 | CN |
| 101894558 | Nov 2010 | CN |
| 102646418 | Aug 2012 | CN |
| 102821336 | Dec 2012 | CN |
| 102833664 | Dec 2012 | CN |
| 102860039 | Jan 2013 | CN |
| 104036784 | Sep 2014 | CN |
| 104053088 | Sep 2014 | CN |
| 104080289 | Oct 2014 | CN |
| 104347076 | Feb 2015 | CN |
| 104581463 | Apr 2015 | CN |
| 105355210 | Feb 2016 | CN |
| 105548998 | May 2016 | CN |
| 106162427 | Nov 2016 | CN |
| 106251857 | Dec 2016 | CN |
| 106851036 | Jun 2017 | CN |
| 107221336 | Sep 2017 | CN |
| 107534725 | Jan 2018 | CN |
| 108172235 | Jun 2018 | CN |
| 109087664 | Dec 2018 | CN |
| 208190895 | Dec 2018 | CN |
| 109727604 | May 2019 | CN |
| 110010147 | Jul 2019 | CN |
| 306391029 | Mar 2021 | CN |
| 2941485 | Apr 1981 | DE |
| 0077546430001 | Mar 2020 | EM |
| 0381498 | Aug 1990 | EP |
| 0594098 | Apr 1994 | EP |
| 0869697 | Oct 1998 | EP |
| 1180914 | Feb 2002 | EP |
| 1184676 | Mar 2002 | EP |
| 0944228 | Jun 2003 | EP |
| 1439526 | Jul 2004 | EP |
| 1651001 | Apr 2006 | EP |
| 1727344 | Nov 2006 | EP |
| 1906707 | Apr 2008 | EP |
| 1952393 | Aug 2008 | EP |
| 1962547 | Aug 2008 | EP |
| 2133867 | Dec 2009 | EP |
| 2159789 | Mar 2010 | EP |
| 2197219 | Jun 2010 | EP |
| 2360940 | Aug 2011 | EP |
| 2710788 | Mar 2014 | EP |
| 2721837 | Apr 2014 | EP |
| 2772910 | Sep 2014 | EP |
| 2778310 | Sep 2014 | EP |
| 2942975 | Nov 2015 | EP |
| 2988527 | Feb 2016 | EP |
| 3035556 | Jun 2016 | EP |
| 3131311 | Feb 2017 | EP |
| 2393601 | Mar 2004 | GB |
| 2446620 | Aug 2008 | GB |
| 2563857 | Jan 2019 | GB |
| S63144699 | Jun 1988 | JP |
| H01260967 | Oct 1989 | JP |
| H0241099 | Feb 1990 | JP |
| H05260589 | Oct 1993 | JP |
| H07336790 | Dec 1995 | JP |
| 2518823 | Jul 1996 | JP |
| 3175622 | Jun 2001 | JP |
| 2003060530 | Feb 2003 | JP |
| 2003087890 | Mar 2003 | JP |
| 2004349806 | Dec 2004 | JP |
| 2004537232 | Dec 2004 | JP |
| 2005323084 | Nov 2005 | JP |
| 2006094389 | Apr 2006 | JP |
| 2006101499 | Apr 2006 | JP |
| 4120646 | Aug 2006 | JP |
| 4258472 | Aug 2006 | JP |
| 4196956 | Sep 2006 | JP |
| 2006340151 | Dec 2006 | JP |
| 4760160 | Jan 2007 | JP |
| 4752403 | Mar 2007 | JP |
| 2007089058 | Apr 2007 | JP |
| 4867579 | Jun 2007 | JP |
| 2007208503 | Aug 2007 | JP |
| 2007228069 | Sep 2007 | JP |
| 2007228070 | Sep 2007 | JP |
| 2007274131 | Oct 2007 | JP |
| 2007274463 | Oct 2007 | JP |
| 2007288679 | Nov 2007 | JP |
| 2008005347 | Jan 2008 | JP |
| 2008042754 | Feb 2008 | JP |
| 2008154056 | Jul 2008 | JP |
| 2008259022 | Oct 2008 | JP |
| 2008263336 | Oct 2008 | JP |
| 2008312002 | Dec 2008 | JP |
| 2009206671 | Sep 2009 | JP |
| 2010028653 | Feb 2010 | JP |
| 2010114554 | May 2010 | JP |
| 2010268129 | Nov 2010 | JP |
| 2011015018 | Jan 2011 | JP |
| 4779748 | Sep 2011 | JP |
| 2012165189 | Aug 2012 | JP |
| 5028944 | Sep 2012 | JP |
| 5139111 | Feb 2013 | JP |
| 5306565 | Oct 2013 | JP |
| 5685173 | Mar 2015 | JP |
| 2016051038 | Apr 2016 | JP |
| 100298300 | May 2001 | KR |
| 100901464 | Jun 2009 | KR |
| 100960781 | Jun 2010 | KR |
| 1020130033723 | Apr 2013 | KR |
| 300856915 | May 2016 | KR |
| 201331932 | Aug 2013 | TW |
| I484478 | May 2015 | TW |
| 1997008896 | Mar 1997 | WO |
| 1998047291 | Oct 1998 | WO |
| 2000030402 | May 2000 | WO |
| 2003073786 | Sep 2003 | WO |
| 2003088429 | Oct 2003 | WO |
| 2004027754 | Apr 2004 | WO |
| 2004090865 | Oct 2004 | WO |
| 2006049260 | May 2006 | WO |
| 2006071119 | Jul 2006 | WO |
| 2006114015 | Nov 2006 | WO |
| 2006121896 | Nov 2006 | WO |
| 2007045971 | Apr 2007 | WO |
| 2008074249 | Jun 2008 | WO |
| 2008125523 | Oct 2008 | WO |
| 2009039783 | Apr 2009 | WO |
| 2009109069 | Sep 2009 | WO |
| 2010001508 | Jan 2010 | WO |
| 2010091999 | Aug 2010 | WO |
| 2010140084 | Dec 2010 | WO |
| 2010144148 | Dec 2010 | WO |
| 2011104501 | Sep 2011 | WO |
| 2012122132 | Sep 2012 | WO |
| 2012140435 | Oct 2012 | WO |
| 2012160459 | Nov 2012 | WO |
| 2012174159 | Dec 2012 | WO |
| 2013016986 | Feb 2013 | WO |
| 2013182118 | Dec 2013 | WO |
| 2014156292 | Oct 2014 | WO |
| 2016176429 | Nov 2016 | WO |
| 2016179211 | Nov 2016 | WO |
| 2017208022 | Dec 2017 | WO |
| 2018140444 | Aug 2018 | WO |
| 2018140618 | Aug 2018 | WO |
| 2018211806 | Nov 2018 | WO |
| 2019231630 | Dec 2019 | WO |
| 2020168873 | Aug 2020 | WO |
| 2020191354 | Sep 2020 | WO |
| 211843001 | Nov 2020 | WO |
| Entry |
|---|
| “Philips Hue Bulbs and Wireless Connected Lighting System,” Web page https://www.philips-hue.com/en-in, 8 pp, Sep. 23, 2020, retrieved from Internet Archive Wayback Machine, <https://web.archive.org/web/20200923171037/https://www.philips-hue.com/en-in> on Sep. 27, 2021. 8 pages. |
| “Vsa 2050 II Digitally Steerable Column Speaker,” Web page https://www.rcf.it/en_US/products/product-detail/vsa-2050-ii/972389, 15 pages, Dec. 24, 2018. |
| Advanced Network Devices, IPSCM Ceiling Tile IP Speaker, Feb. 2011, 2 pgs. |
| Advanced Network Devices, IPSCM Standard 2′ by 2′ Ceiling Tile Speaker, 2 pgs. |
| Affes, et al., “A Signal Subspace Tracking Algorithm for Microphone Array Processing of Speech,” IEEE Trans. On Speech and Audio Processing, vol. 5, No. 5, Sep. 1997, pp. 425-437. |
| Affes, et al., “A Source Subspace Tracking Array of Microphones for Double Talk Situations,” 1996 IEEE International Conference on Acoustics, Speech, and Signal Processing Conference Proceedings, May 1996, pp. 909-912. |
| Affes, et al., “An Algorithm for Multisource Beamforming and Multitarget Tracking,” IEEE Trans. On Signal Processing, vol. 44, No. 6, Jun. 1996, pp. 1512-1522. |
| Affes, et al., “Robust Adaptive Beamforming via LMS-Like Target Tracking,” Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing, Apr. 1994, pp. IV-269-IV-272. |
| Ahonen, et al., “Directional Analysis of Sound Field with Linear Microphone Array and Applications in Sound Reproduction,” Audio Engineering Socity, Convention Paper 7329, May 2008, 11 pp. |
| Alarifi, et al., “Ultra Wideband Indoor Positioning Technologies: Analysis and Recent Advances,” Sensors 2016, vol. 16, No. 707, 36 pp. |
| Amazon webpage for Metalfab MFLCRFG (last visited Apr. 22, 2020) available at <https://www.amazon.com/RETURN-FILTERGRILLE-Drop-Ceiling/dp/B0064Q9A7I/ref=sr 12?dchild=1&keywords=drop+ceiling+return+air+grille&qid=1585862723&s=hi&sr=1-2>, 11 pp. |
| Armstrong “Walls” Catalog available at <https://www.armstrongceilings.com/content/dam/armstrongceilings/commercial/north america/catalogs/armstrong-ceilings-wallsspecifiers-reference.pdf>, 2019, 30 pp. |
| Armstrong Tectum Ceiling & Wall Panels Catalog available at <https://www.armstrongceilings.com/content/dam/armstrongceilings/commercial/north-america/brochures/tectum-brochure.pdf>, 2019, 16 pp. |
| Armstrong Woodworks Concealed Catalog available at <https://sweets.construction.com/swts_content_files/3824/442581.pdf>, 2014, 6 pp. |
| Armstrong Woodworks Walls Catalog available at <https://www.armstrongceilings.com/pdbupimagesclg/220600.pdf/download/data-sheet-woodworks-walls.pdf>, 2019, 2 pp. |
| Armstrong World Industries, Inc., I-Ceilings Sound Systems Speaker Panels, 2002, 4 pgs. |
| Armstrong, Acoustical Design: Exposed Structure, available at <https://www.armstrongceilings.com/pdbupimagesclg/217142.pdf/download/acoustical-design-exposed-structurespaces-brochure.pdf>, 2018, 19 pp. |
| Armstrong, Ceiling Systems, Brochure page for Armstrong Softlook, 1995, 2 pp. |
| Armstrong, Excerpts from Armstrong 2011-2012 Ceiling Wall Systems Catalog, available at <https://web.archive.org/web/20121116034120/http://www.armstrong.com/commceilingsna/en_us/pdf/ceilings_catalog_screen-2011.pdf>, as early as 2012, 162 pp. |
| Armstrong, i-Ceilings, Brochure, 2009, 12 pp. |
| Arnold, et al., “A Directional Acoustic Array Using Silicon Micromachined Piezoresistive Microphones,” Journal of the Acoustical Society of America, 113(1), Jan. 2003, 10 pp. |
| Atlas Sound, I128SYSM IP Compliant Loudspeaker System with Microphone Data Sheet, 2009, 2 pgs. |
| Atlas Sound, 1′X2′ IP Speaker with Micophone for Suspended Ceiling Systems, https://www.atlasied.com/i128sysm, retrieved Oct. 25, 2017, 5 pgs. |
| Audio Technica, ES945 Omnidirectional Condenser Boundary Microphones, https://eu.audio-technica.com/resources/ES945%20Specifications.pdf, 2007, 1 pg. |
| Audix Microphones, Audix Introduces Innovative Ceiling Mics, http://audixusa.com/docs_12/latest_news/EFplFKAAkIOtSdolke.shtml, Jun. 2011, 6 pgs. |
| Audix Microphones, M70 Flush Mount Ceiling Mic, May 2016, 2 pgs. |
| Automixer Gated, Information Sheet, MIT, Nov. 2019, 9 pp. |
| AVnetwork, “Top Five Conference Room Mic Myths,” Feb. 25, 2015, 14 pp. |
| Beh, et al., “Combining Acoustic Echo Cancellation and Adaptive Beamforming for Achieving Robust Speech Interface In Mobile Robot,” 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems, Sep. 2008, pp. 1693-1698. |
| Benesty, et al., “A New Class of Doubletalk Detectors Based on Cross-Correlation,” IEEE Transactions on Speech and Audio Processing, vol. 8, No. 2, Mar. 2000, pp. 168-172. |
| Benesty, et al., “Adaptive Algorithms for Mimo Acoustic Echo Cancellation,” Al2 Allen Institute for Artifical Intelligence, 2003. |
| Benesty, et al., “Differential Beamforming,” Fundamentals of Signal Enhancement and Array Signal Processing, First Edition, 2017, 39 pp. |
| Benesty, et al., “Frequency-Domain Adaptive Filtering Revisited, Generalization to the Multi-Channel Case, and Application to Acoustic Echo Cancellation,” 2000 IEEE International Conference on Acoustics, Speech, and Signal Processing Proceedings, Jun. 2000, pp. 789-792. |
| Benesty, et al., “Microphone Array Signal Processing,” Springer, 2010, 20 pp. |
| Berkun, et al., “Combined Beamformers for Robust Broadband Regularized Superdirective Beamforming,” IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 23, No. 5, May 2015, 10 pp. |
| Beyer Dynamic, Classis BM 32-33-34 DE-EN-FR 2016, 1 pg. |
| Beyer Dynamic, Classis-BM- 33-PZ A1, 2013, 1 pg. |
| BNO055, Intelligent 9-axis absolute orientation sensor, Data sheet, Bosch, Nov. 2020, 118 pp. |
| Boyd, et al., Convex Optimization, Mar. 15, 1999, 216 pgs. |
| Brandstein, et al., “Microphone Arrays: Signal Processing Techniques and Applications,” Digital Signal Processing, Springer-Verlag Berlin Heidelberg, 2001, 401 pgs. |
| Brooks, et al., “A Quantitative Assessment of Group Delay Methods for Identifying Glottal Closures in Voiced Speech,” EEE Transaction on Audio, Speech, and Language Processing, vol. 14, No. 2, Mar. 2006, 11 pp. |
| Bruel & Kjaer, by J.J. Christensen and J. Hald, Technical Review: Beamforming, No. 1, 2004, 54 pgs. |
| BSS Audio, Soundweb London Application Guides, 2010, 120 pgs. |
| Buchner, et al., “An Acoustic Human-Machine Interface with Multi-Channel Sound Reproduction,” IEEE Fourth Workshop on Multimedia Signal Processing, Oct. 2001, pp. 359-364. |
| Buchner, et al., “An Efficient Combination of Multi-Channel Acoustic Echo Cancellation with a Beamforming Microphone Array,” International Workshop on Hands-Free Speech Communication (HSC2001), Apr. 2001, pp. 55-58. |
| Buchner, et al., “Full-Duplex Communication Systems Using Loudspeaker Arrays and Microphone Arrays,” IEEE International Conference on Multimedia and Expo, Aug. 2002, pp. 509-512. |
| Buchner, et al., “Generalized Multichannel Frequency-Domain Adaptive Filtering: Efficient Realization and Application to Hands-Free Speech Communication,” Signal Processing 85, 2005, pp. 549-570. |
| Buchner, et al., “Multichannel Frequency-Domain Adaptive Filtering with Application to Multichannel Acoustic Echo Cancellation,” Adaptive Signal Processing, 2003, pp. 95-128. |
| Buck, “Aspects of First-Order Differential Microphone Arrays in the Presence of Sensor Imperfections,” Transactions on Emerging Telecommunications Technologies, 13.2, 2002, 8 pp. |
| Buck, et al., “First Order Differential Microphone Arrays for Automotive Applications,” 7th International Workshop on Acoustic Echo and Noise Control, Darmstadt University of Technology, Sep. 10-13, 2001, 4 pp. |
| Johansson, et al., Speaker Localisation using the Far-Field SRP-PHAT in Conference Telephony, 2002 International Symposium on Intelligent Signal Processing and Communication Systems, 5 pgs. |
| Johnson, et al., “Array Signal Processing: Concepts and Techniques,” p. 59, Prentice Hall, 1993, 3 pp. |
| Julstrom et al., Direction-Sensitive Gating: A New Approach to Automatic Mixing, J. Audio Eng. Soc., vol. 32, No. 7/8, Jul./Aug. 1984, pp. 490-506. |
| Kahrs, Ed., The Past, Present, and Future of Audio Signal Processing, IEEE Signal Processing Magazine, Sep. 1997, pp. 30-57. |
| Kallinger et al., Multi-Microphone Residual Echo Estimation, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, Apr. 2003, 4 pgs. |
| Kammeyer, et al., New Aspects of Combining Echo Cancellers with Beamformers, IEEE International Conference on Acoustics, Speech, and Signal Processing, Mar. 2005, pp. III-137-III-140. |
| Kellermann, A Self-Steering Digital Microphone Array, 1991 International Conference on Acoustics, Speech, and Signal Processing, Apr. 1991, pp. 3581-3584. |
| Kellermann, Acoustic Echo Cancellation for Beamforming Microphone Arrays, in Brandstein, ed., Microphone Arrays: Techniques and Applications, 2001, Springer-Verlag Berlin Heidelberg, pp. 281-306. |
| Kellermann, Integrating Acoustic Echo Cancellation with Adaptive Beamforming Microphone Arrays, Forum Acusticum, Berlin, Mar. 1999, pp. 1-4. |
| Kellermann, Strategies for Combining Acoustic Echo Cancellation and Adaptive Beamforming Microphone Arrays, 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing, Apr. 1997, 4 pgs. |
| Klegon, “Achieve Invisible Audio with the MXA910 Ceiling Array Microphone,” Jun. 27, 2016, 10 pp. |
| Knapp, et al., The Generalized Correlation Method for Estimation of Time Delay, IEEE Transactions on Acoustics, Speech, and Signal Processing, vol. ASSP-24, No. 4, Aug. 1976, pp. 320-327. |
| Kobayashi et al., A Hands-Free Unit with Noise Reduction by Using Adaptive Beamformer, IEEE Transactions on Consumer Electronics, vol. 54, No. 1, Feb. 2008, pp. 116-122. |
| Kobayashi et al., A Microphone Array System with Echo Canceller, Electronics and Communications in Japan, Part 3, vol. 89, No. 10, Feb. 2, 2006, pp. 23-32. |
| Kolundžija, et al., “Baffled circular loudspeaker array with broadband high directivity,” 2010 IEEE International Conference on Acoustics, Speech and Signal Processing, Dallas, TX, 2010, pp. 73-76. |
| Lai, et al., “Design of Robust Steerable Broadband Beamformers with Spiral Arrays and the Farrow Filter Structure,” Proc. Intl. Workshop Acoustic Echo Noise Control, 2010, 4 pp. |
| Lebret, et al., Antenna Array Pattern Synthesis via Convex Cptimization, IEEE Trans. on Signal Processing, vol. 45, No. 3, Mar. 1997, pp. 526-532. |
| LecNet2 Sound System Design Guide, Lectrosonics, Jun. 2, 2006. 28 pages. |
| Lectrosonics, LecNet2 Sound System Design Guide, Jun. 2006, 28 pgs. |
| Lee et al., Multichannel Teleconferencing System with Multispatial Region Acoustic Echo Cancellation, International Workshop on Acoustic Echo and Noise Control (IWAENC2003), Sep. 2003, pp. 51-54. |
| Li, “Broadband Beamforming and Direction Finding Using Concentric Ring Array,” Ph.D. Dissertation, University of Missouri-Columbia, Jul. 2005, 163 pp. |
| Lindstrom et al., An Improvement of the Two-Path Algorithm Transfer Logic for Acoustic Echo Cancellation, IEEE Transactions on Audio, Speech, and Language Processing, vol. 15, No. 4, May 2007, pp. 1320-1326. |
| Liu et al., Adaptive Beamforming with Sidelobe Control: A Second-Order Cone Programming Approach, IEEE Signal Proc. Letters, vol. 10, No. 11, Nov. 2003, pp. 331-334. |
| Liu, et al., “Frequency Invariant Beamforming in Subbands,” IEEE Conference on Signals, Systems and Computers, 2004, 5 pp. |
| Liu, et al., “Wideband Beamforming,” Wiley Series on Wireless Communications and Mobile Computing, pp. 143-198, 2010, 297 pp. |
| Lobo, et al., Applications of Second-Order Cone Programming, Linear Algebra and its Applications 284, 1998, pp. 193-228. |
| Luo et al., Wideband Beamforming with Broad Nulls of Nested Array, Third Int'l Conf. on Info. Science and Tech., Mar. 23-25, 2013, pp. 1645-1648. |
| Marquardt et al., A Natural Acoustic Front-End for Interactive TV in the EU-Project DICIT, IEEE Pacific Rim Conference on Communications, Computers and Signal Processing, Aug. 2009, pp. 894-899. |
| Martin, Small Microphone Arrays with Postfilters for Noise and Acoustic Echo Reduction, in Brandstein, ed., Microphone Arrays: Techniques and Applications, 2001, Springer-Verlag Berlin Heidelberg, pp. 255-279. |
| Maruo et al., On the Optimal Solutions of Beamformer Assisted Acoustic Echo Cancellers, IEEE Statistical Signal Processing Workshop, 2011, pp. 641-644. |
| McCowan, Microphone Arrays: A Tutorial, Apr. 2001, 36 pgs. |
| MFLCRFG Datasheet, Metal_Fab Inc., Sep. 7, 2007, 1 p. |
| Microphone Array Primer, Shure Question and Answer Page, <https://service.shure.com/s/article/microphone-array-primer?language=en_US>, Jan. 2019, 5 pp. |
| Milanovic, et al., “Design and Realization of FPGA Platform for Real Time Acoustic Signal Acquisition and Data Processing” 22nd Telecommunications Forum TELFOR, 2014, 6 pp. |
| Mohammed, A New Adaptive Beamformer for Optimal Acoustic Echo and Noise Cancellation with Less Computational Load, Canadian Conference on Electrical and Computer Engineering, May 2008, pp. 000123-000128. |
| Mohammed, A New Robust Adaptive Beamformer for Enhancing Speech Corrupted with Colored Noise, AICCSA, Apr. 2008, pp. 508-515. |
| Mohammed, Real-time Implementation of an efficient RLS Algorithm based on IIR Filter for Acoustic Echo Cancellation, AICCSA, Apr. 2008, pp. 489-494. |
| Mohan, et al., “Localization of multiple acoustic sources with small arrays using a coherence test,” Journal Acoustic Soc Am., 123(4), Apr. 2008, 12 pp. |
| Moulines, et al., “Pitch-Synchronous Waveform Processing Techniques for Text-to-Speech Synthesis Using Diphones,” Speech Communication 9, 1990, 15 pp. |
| Multichannel Acoustic Echo Cancellation, Obtained from website http://www.buchner-net.com/mcaec.html, Jun. 2011. |
| Myllyla et al., Adaptive Beamforming Methods for Dynamically Steered Microphone Array Systems, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, Mar.-Apr. 2008, pp. 305-308. |
| New Shure Microflex Advance MXA910 Microphone With Intellimix Audio Processing Provides Greater Simplicity, Flexibility, Clarity, Press Release, Jun. 12, 2019, 4 pp. |
| Nguyen-Ky, et al., “An Improved Error Estimation Algorithm for Stereophonic Acoustic Echo Cancellation Systems,” 1st International Conference on Signal Processing and Communication Systems, Dec. 17-19, 2007, 5 pp. |
| Office Action for Taiwan Patent Application No. 105109900 dated May 5, 2017. |
| Office Action issued for Japanese Patent Application No. 2015-023781 dated Jun. 20, 2016, 4 pp. |
| Oh, et al., “Hands-Free Voice Communication in an Automobile With a Microphone Array,” 1992 IEEE International Conference on Acoustics, Speech, and Signal Processing, Mar. 1992, pp. 1-281-1-284. |
| Olszewski, et al., “Steerable Highly Directional Audio Beam Loudspeaker,” Interspeech 2005, 4 pp. |
| Omologo, Multi-Microphone Signal Processing for Distant-Speech Interaction, Human Activity and Vision Summer School (HAVSS), INRIA Sophia Antipolis, Oct. 3, 2012, 79 pgs. |
| Order, Conduct of the Proceeding, Clearone, Inc. v. Shure Acquisition Holdings, Inc., Nov. 2, 2020, 10 pp. |
| Pados et al., An Iterative Algorithm for the Computation of the MVDR Filter, IEEE Trans. On Signal Processing, vol. 49, No. 2, Feb. 2001, pp. 290-300. |
| Double Condenser Microphone SM 69, Datasheet, Georg Neumann GmbH, available at <https://ende.neumann.com/product_files/7453/download>, 8 pp. |
| Eargle, “The Microphone Handbook,” Elar Publ. Co., 1st ed., 1981, 4 pp. |
| Enright, Notes From Logan, June edition of Scanlines, Jun. 2009, 9 pp. |
| Fan, et al., “Localization Estimation of Sound Source by Microphones Array,” Procedia Engineering 7, 2010, pp. 312-317. |
| Firoozabadi, et al., “Combination of Nested Microphone Array and Subband Processing for Multiple Simultaneous Speaker Localization,” 6th International Symposium on Telecommunications, Nov. 2012, pp. 907-912. |
| Flanagan et al., Autodirective Microphone Systems, Acustica, vol. 73, 1991, pp. 58-71. |
| Flanagan, et al., “Computer-Steered Microphone Arrays for Sound Transduction in Large Rooms,” J. Acoust. Soc. Am. 78 (5), Nov. 1985, pp. 1508-1518. |
| Fohhn Audio New Generation of Beam Steering Systems Available Now, audioXpress Staff, May 10, 2017, 8 pp. |
| Fox, et al., “A Subband Hybrid Beamforming for In-Car Speech Enhancement,” 20th European Signal rocessing Conference, Aug. 2012, 5 pp. |
| Frost, III, An Algorithm for Linearly Constrained Adaptive Array Processing, Proc. IEEE, vol. 60, No. 8, Aug. 1972, pp. 926-935. |
| Gannot et al., Signal Enhancement using Beamforming and Nonstationarity with Applications to Speech, IEEE Trans. On Signal Processing, vol. 49, No. 8, Aug. 2001, pp. 1614-1626. |
| Gansler et al., A Double-Talk Detector Based on Coherence, IEEE Transactions on Communications, vol. 44, No. 11, Nov. 1996, pp. 1421-1427. |
| Gazor et al., Robust Adaptive Beamforming via Target Tracking, IEEE Transactions on Signal Processing, vol. 44, No. 6, Jun. 1996, pp. 1589-1593. |
| Gazor et al., Wideband Multi-Source Beamforming with Adaptive Array Location Calibration and Direction Finding, 1995 International Conference on Acoustics, Speech, and Signal Processing, May 1995, pp. 1904-1907. |
| Gentner Communications Corp., AP400 Audio Perfect 400 Audioconferencing System Installation & Operation Manual, Nov. 1998, 80 pgs. |
| Gentner Communications Corp., XAP 800 Audio Conferencing System Installation & Operation Manual, Oct. 2001, 152 pgs. |
| Gil-Cacho et al., Multi-Microphone Acoustic Echo Cancellation Using Multi-Channel Warped Linear Prediction of Common Acoustical Poles, 18th European Signal Processing Conference, Aug. 2010, pp. 2121-2125. |
| Giuliani, et al., “Use of Different Microphone Array Configurations for Hands-Free Speech Recognition in Noisy and Reverberant Environment,” IRST-Istituto per la Ricerca Scientifica e Tecnologica, Sep. 22, 1997, 4 pp. |
| Gritton et al., Echo Cancellation Algorithms, IEEE Assp Magazine, vol. 1, issue 2, Apr. 1984, pp. 30-38. |
| Hald, et al., “A class of optimal broadband phased array geometries designed for easy construction,” 2002 Int'l Congress & Expo. on Noise Control Engineering, Aug. 2002, 6 pp. |
| Hamalainen, et al., “Acoustic Echo Cancellation for Dynamically Steered Microphone Array Systems,” 2007 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, Oct. 2007, pp. 58-61. |
| Hayo, Virtual Controls for Real Life, Web page downloaded from https://hayo.io/ on Sep. 18, 2019, 19 pp. |
| Herbordt et al., A Real-time Acoustic Human-Machine Front-End for Multimedia Applications Integrating Robust Adaptive Beamforming and Stereophonic Acoustic Echo Cancellation, 7th International Conference on Spoken Language Processing, Sep. 2002, 4 pgs. |
| Herbordt et al., GSAEC—Acoustic Echo Cancellation embedded into the Generalized Sidelobe Canceller, 10th European Signal Processing Conference, Sep. 2000, 5 pgs. |
| Herbordt et al., Multichannel Bin-Wise Robust Frequency-Domain Adaptive Filtering and Its Application to Adaptive Beamforming, IEEE Transactions on Audio, Speech, and Language Processing, vol. 15, No. 4, May 2007, pp. 1340-1351. |
| Herbordt, “Combination of Robust Adaptive Beamforming with Acoustic Echo Cancellation for Acoustic Human/Machine Interfaces,” Friedrich-Alexander University, 2003, 293 pgs. |
| Herbordt, et al., Joint Optimization of LCMV Beamforming and Acoustic Echo Cancellation for Automatic Speech Recognition, IEEE International Conference on Acoustics, Speech, and Signal Processing, Mar. 2005, pp. III-77-III-80. |
| Holm, “Optimizing Microphone Arrays for use in Conference Halls,” Norwegian University of Science and Technology, Jun. 2009, 101 pp. |
| Huang et al., Immersive Audio Schemes: The Evolution of Multiparty Teleconferencing, IEEE Signal Processing Magazine, Jan. 2011, pp. 20-32. |
| ICONYX Gen5, Product Overview, Renkus-Heinz, Dec. 24, 2018, 2 pp. |
| International Search Report and Written Opinion for PCT/US2016/022773 dated Jun. 10, 2016. |
| International Search Report and Written Opinion for PCT/US2016/029751 dated Nov. 28, 2016, 21 pp. |
| International Search Report and Written Opinion for PCT/US2018/013155 dated Jun. 8, 2018. |
| International Search Report and Written Opinion for PCT/US2018/015269 dated Mar. 26, 2018, 12 pp. |
| International Search Report and Written Opinion for PCT/US2019/031833 dated Jul. 24, 2019, 16 pp. |
| International Search Report and Written Opinion for PCT/US2019/033470 dated Jul. 31, 2019, 12 pp. |
| International Search Report and Written Opinion for PCT/US2019/034692 dated Sep. 10, 2019, 11 pp. |
| International Search Report and Written Opinion for PCT/US2019/051491 dated Dec. 10, 2019, 13 pp. |
| International Search Report and Written Opinion for PCT/US2019/051989 dated Jan. 10, 2020, 15 pp. |
| International Search Report and Written Opinion for PCT/US2020/024063 dated Aug. 31, 2020, 18 pp. |
| International Search Report and Written Opinion for PCT/US2020/035185 dated Sep. 15, 2020, 11 pp. |
| International Search Report and Written Opinion for PCT/US2020/058385 dated Mar. 31, 2021, 20 pp. |
| International Search Report and Written Opinion for PCT/US2021/070625 dated Sep. 17, 2021, 17 pp. |
| International Search Report and Written Opinion for PCT/US2022/014061 dated May 10, 2022, 14 pp. |
| International Search Report for PCT/US2020/024005 dated Jun. 12, 2020, 12 pp. |
| InvenSense, “Microphone Array Beamforming,” Application Note AN-1140, Dec. 31, 2013, 12 pp. |
| Invensense, Recommendations for Mounting and Connecting InvenSense MEMS Microphones, Application Note AN-1003, 2013, 11 pp. |
| Ishii et al., Investigation on Sound Localization using Multiple Microphone Arrays, Reflection and Spatial Information, Japanese Society for Artificial Intelligence, JSAI Technical Report, SIG-Challenge-B202-11, 2012, pp. 64-69. |
| Ito et al., Aerodynamic/Aeroacoustic Testing in Anechoic Closed Test Sections of Low-speed Wind Tunnels, 16th AIAA/CEAS Aeroacoustics Conference, 2010, 11 pgs. |
| Johansson et al., Robust Acoustic Direction of Arrival Estimation using Root-SRP-PHAT, a Realtime Implementation, IEEE International Conference on Acoustics, Speech, and Signal Processing, Mar. 2005, 4 pgs. |
| Invitation to Pay Additional Fees for PCT/US2022/045694 dated Jan. 24, 2023, 13 pp. |
| Symetrix, Inc., SymNet Network Audio Solutions Brochure, 2008, 32 pgs. |
| SymNet Network Audio Solutions Brochure, Symetrix, Inc., 2008. |
| Tan, et al., “Pitch Detection Algorithm: Autocorrelation Method and AMDF,” Department of Computer Engineering, Prince of Songkhla University, Jan. 2003, 6 pp. |
| Tandon, et al., “An Efficient, Low-Complexity, Normalized LMS Algorithm for Echo Cancellation,” 2nd Annual IEEE Northeast Workshop on Circuits and Systems, Jun. 2004, pp. 161-164. |
| Tetelbaum et al., Design and Implementation of a Conference Phone Based on Microphone Array Technology, Proc. Global Signal Processing Conference and Expo (GSPx), Sep. 2004, 6 pgs. |
| Tiete et al., SoundCompass: A Distributed MEMS Microphone Array-Based Sensor for Sound Source Localization, SENSORS, Jan. 23, 2014, pp. 1918-1949. |
| TOA Corp., Ceiling Mount Microphone AN-9001 Operating Instructions, http://www.toaelectronics.com/media/an9001_mt1e.pdf, 1 pg. |
| Togami, et al., “Subband Beamformer Combined with Time-Frequency ICA for Extraction of Target Source Under Reverberant Environments,” 17th European Signal Processing Conference, Aug. 2009, 5 pp. |
| U.S. Appl. No. 16/598,918, filed Oct. 10, 2019, 50 pp. |
| Van Compernolle, Switching Adaptive Filters for Enhancing Noisy and Reverberant Speech from Microphone Array Recordings, Proc. IEEE Int. Conf. on Acoustics, Speech, and Signal Processing, Apr. 1990, pp. 833-836. |
| Van Trees, Optimum Array Processing: Part IV of Detection, Estimation, and Modulation Theory, 2002, 54 pgs., pp. i-xxv, 90-95, 201-230. |
| Van Veen et al., Beamforming: A Versatile Approach to Spatial Filtering, IEEE ASSP Magazine, vol. 5, issue 2, Apr. 1988, pp. 4-24. |
| Vicente, “Adaptive Array Signal Processing Using the Concentric Ring Array and the Spherical Array,” Ph.D. Dissertation, University of Missouri, May 2009, 226 pp. |
| Wang et al., Combining Superdirective Beamforming and Frequency-Domain Blind Source Separation for Highly Reverberant Signals, EURASIP Journal on Audio, Speech, and Music Processing, vol. 2010, pp. 1-13. |
| Warsitz, et al., “Blind Acoustic Beamforming Based on Generalized Eigenvalue Decomposition,” IEEE Transactions on Audio, Speech and Language Processing, vol. 15, No. 5, 2007, 11 pp. |
| Weinstein, et al., “LOUD: A 1020-Node Microphone Array and Acoustic Beamformer,” 14th International Congress on Sound & Vibration, Jul. 2007, 8 pgs. |
| Weinstein, et al., “LOUD: A 1020-Node Modular Microphone Array and Beamformer for Intelligent Computing Spaces,” MIT Computer Science and Artifical Intelligence Laboratory, 2004, 18 pp. |
| Wung, “A System Approach to Multi-Channel Acoustic Echo Cancellation and Residual Echo Suppression for Robust Hands-Free Teleconferencing,” Georgia Institute of Technology, May 2015, 167 pp. |
| KAP Audio Conferencing Brochure, ClearOne Communications, Inc., 2002. |
| Yamaha Corp., MRX7-D Signal Processor Product Specifications, 2016, 12 pgs. |
| Yamaha Corp., PJP-100H IP Audio Conference System Owner's Manual, Sep. 2006, 59 pgs. |
| Yamaha Corp., PJP-EC200 Conference Echo Canceller Brochure, Oct. 2009, 2 pgs. |
| Yan et al., Convex Optimization Based Time-Domain Broadband Beamforming with Sidelobe Control, Journal of the Acoustical Society of America, vol. 121, No. 1, Jan. 2007, pp. 46-49. |
| Yensen et al., Synthetic Stereo Acoustic Echo Cancellation Structure with Microphone Array Beamforming for VOIP Conferences, 2000 IEEE International Conference on Acoustics, Speech, and Signal Processing, Jun. 2000, pp. 817-820. |
| Yermeche, et al., “Real-Time DSP Implementation of a Subband Beamforming Algorithm for Dual Microphone Speech Enhancement,” 2007 IEEE International Symposium on Circuits and Systems, 4 pp. |
| Zavarehei, et al., “Interpolation of Lost Speech Segments Using LP-HNM Model with Codebook Post-Processing,” IEEE Transactions on Multimedia, vol. 10, No. 3, Apr. 2008, 10 pp. |
| Zhang, et al., “F-T-LSTM based Complex Network for Joint Acoustic Echo Cancellation and Speech Enhancement,” Audio, Speech and Language Processing Group, Jun. 2021, 5 pp. |
| Zhang, et al., “Multichannel Acoustic Echo Cancelation in Multiparty Spatial Audio Conferencing with Constrained Kalman Filtering,” 11th International Workshop on Acoustic Echo and Noise Control, Sep. 14, 2008, 4 pp. |
| Zhang, et al., “Selective Frequency Invariant Uniform Circular Broadband Beamformer,” EURASIP Journal on Advances in Signal Processing, vol. 2010, pp. 1-11. |
| Zheng, et al., “Experimental Evaluation of a Nested Microphone Array With Adaptive Noise Cancellers,” IEEE Transactions on Instrumentation and Measurement, vol. 53, No. 3, Jun. 2004, 10 pp. |
| Palladino, “This App Lets You Control Your Smarthome Lights via Augmented Reality,” Next Reality Mobile AR News, Jul. 2, 2018, 5 pp. |
| Parikh, et al., “Methods for Mitigating IP Network Packet Loss in Real Time Audio Streaming Applications,” GatesAir, 2014, 6 pp. |
| Pasha, et al., “Clustered Multi-channel Dereverberation for Ad-hoc Microphone Arrays,” Proceedings of APSIPA Annual Summit and Conference, Dec. 2015, pp. 274-278. |
| Petitioner's Motion for Sanctions, Clearone, Inc. v. Shure Acquisition Holdings, Inc., Aug. 24, 2020, 20 pp. |
| Pettersen, “Broadcast Applications for Voice-Activated Microphones,” db, Jul./Aug. 1985, 6 pgs. |
| Pfeifenberger, et al., “Nonlinear Residual Echo Suppression using a Recurrent Neural Network,” Interspeech 2020, 5 pp. |
| Phoenix Audio Technologies, “Beamforming and Microphone Arrays—Common Myths”, Apr. 2016, http://info.phnxaudio.com/blog/microphone-arrays-beamforming-myths-1, 19 pp. |
| Plascore, PCGA-XR1 3003 Aluminum Honeycomb Data Sheet, 2008, 2 pgs. |
| Polycom Inc., Vortex EF2211/EF2210 Reference Manual, 2003, 66 pgs. |
| Polycom, Inc., Polycom SoundStructure C16, C12, C8, and SR12 Design Guide, Nov. 2013, 743 pgs. |
| Polycom, Inc., Setting Up the Polycom HDX Ceiling Microphone Array Series, https://support.polycom.com/content/dam/polycom-support/products/Telepresence-and-Video/HDX%20Series/setup-maintenance/en/hdx_ceiling_microphone_array_setting_up.pdf, 2010, 16 pgs. |
| Polycom, Inc., Vortex EF2241 Reference Manual, 2002, 68 pgs. |
| Polycom, Inc., Vortex EF2280 Reference Manual, 2001, 60 pp. |
| Pomona, Model 3306, Datasheet, Jun. 9, 1999, 1 p. |
| Powers, et al., “Proving Adaptive Directional Technology Works: A Review of Studies,” The Hearing Review, Apr. 6, 2004, 5 pp. |
| Prime, et al., “Beamforming Array Optimisation Averaged Sound Source Mapping on a Model Wind Turbine,” ResearchGate, Nov. 2014, 10 pp. |
| Rabinkin et al., Estimation of Wavefront Arrival Delay Using the Cross-Power Spectrum Phase Technique, 132nd Meeting of the Acoustical Society of America, Dec. 1996, pp. 1-10. |
| Rane Corp., Halogen Acoustic Echo Cancellation Guide, AEC Guide Version 2, Nov. 2013, 16 pgs. |
| Rao, et al., “Fast LMS/Newton Algorithms for Stereophonic Acoustic Echo Cancelation,” IEEE Transactions on Signal Processing, vol. 57, No. 8, Aug. 2009. 12 pages. |
| Reuven et al., Joint Acoustic Echo Cancellation and Transfer Function GSC in the Frequency Domain, 23rd IEEE Convention of Electrical and Electronics Engineers in Israel, Sep. 2004, pp. 412-415. |
| Reuven et al., Joint Noise Reduction and Acoustic Echo Cancellation Using the Transfer-Function Generalized Sidelobe Canceller, Speech Communication, vol. 49, 2007, pp. 623-635. |
| Reuven, et al., “Multichannel Acoustic Echo Cancellation and Noise Reduction in Reverberant Environments Using the Transfer-Function GSC,” 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, Apr. 2007, 4 pp. |
| Ristimaki, Distributed Microphone Array System for Two-Way Audio Communication, Helsinki Univ. of Technology, Master's Thesis, Jun. 15, 2009, 73 pgs. |
| Rombouts et al., An Integrated Approach to Acoustic Noise and Echo Cancellation, Signal Processing 85, 2005, pp. 849-871. |
| Sällberg, “Faster Subband Signal Processing,” IEEE Signal Processing Magazine, vol. 30, No. 5, Sep. 2013, 6 pp. |
| Sasaki et al., A Predefined Command Recognition System Using a Ceiling Microphone Array in Noisy Housing Environments, 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems, Sep. 2008, pp. 2178-2184. |
| Sennheiser, New microphone solutions for ceiling and desk installation, https://en-US.sennheiser.com/news-new-microphone-solutions-for-ceiling-and-desk-installation, Feb. 2011, 2 pgs. |
| Sennheiser, TeamConnect Ceiling, https://en-us.sennheiser.com/conference-meeting-rooms-teamconnect-ceiling, 2017, 7 pgs. |
| SerDes, Wikipedia article, last edited on Jun. 25, 2018; retrieved on Jun. 27, 2018, 3 pp., https://en.wikipedia.org/wiki/SerDes. |
| Sessler, et al., “Directional Transducers,” IEEE Transactions on Audio and Electroacoustics, vol. AU-19, No. 1, Mar. 1971, pp. 19-23. |
| Sessler, et al., “Toroidal Microphones,” Journal of Acoustical Society of America, vol. 46, No. 1, 1969, 10 pp. |
| Shure AMS Update, vol. 1, No. 1, 1983, 2 pgs. |
| Shure AMS Update, vol. 1, No. 2, 1983, 2 pgs. |
| Shure AMS Update, vol. 4, No. 4, 1997, 8 pgs. |
| Shure Debuts Microflex Advance Ceiling and Table Array Microphones, Press Release, Feb. 9, 2016, 4 pp. |
| Shure Inc., A910-HCM Hard Ceiling Mount, retrieved from website <http://www.shure.com/en-US/products/accessories/a910hcm> on Jan. 16, 2020, 3 pp. |
| Shure Inc., Microflex Advance, http://www.shure.com/americas/microflex-advance, 12 pgs. |
| Shure Inc., MX395 Low Profile Boundary Microphones, 2007, 2 pgs. |
| Shure Inc., MXA910 Ceiling Array Microphone, http://www.shure.com/americas/products/microphones/microflex-advance/mxa910-ceiling-array-microphone, 7 pgs. 2009-2017. |
| Shure, MXA910 With IntelliMix, Ceiling Array Microphone, available at <https://www.shure.com/en-US/products/microphones/mxa910>, as early as 2020, 12 pp. |
| Shure, New MXA910 Variant Now Available, Press Release, Dec. 13, 2019, 5 pp. |
| Shure, Q&A in Response to Recent US Court Ruling on Shure MXA910, Available at <https://www.shure.com/en-US/meta/legal/q-and-a-inresponse-to-recent-us-court-ruling-on-shure-mxa910-response>, As early as 2020, 5 pp. |
| Shure, RK244G Replacement Screen and Grille, Datasheet, 2013, 1 p. |
| Shure, The Microflex Advance MXA310 Table Array Microphone, Available at <https://www.shure.com/en-US/products/microphones/mxa310>, As early as 2020, 12 pp. |
| Signal Processor MRX7-D Product Specifications, Yamaha Corporation, 2016. 12 pages. |
| Silverman et al., Performance of Real-Time Source-Location Estimators for a Large-Aperture Microphone Array, IEEE Transactions on Speech and Audio Processing, vol. 13, No. 4, Jul. 2005, pp. 593-606. |
| Sinha, Ch. 9: Noise and Echo Cancellation, in Speech Processing in Embedded Systems, Springer, 2010, pp. 127-142. |
| SM 69 Stereo Microphone, Datasheet, Georg Neumann GmbH, Available at <https://ende.neumann.com/product_files/6552/download>, 1 p. |
| Soda et al., Introducing Multiple Microphone Arrays for Enhancing Smart Home Voice Control, The Institute of Electronics, Information and Communication Engineers, Technical Report of IEICE, Jan. 2013, 6 pgs. |
| Soundweb London Application Guides, BSS Audio, 2010. |
| Buck, et al., “Self-Calibrating Microphone Arrays for Speech Signal Acquisition: A Systematic Approach,” Signal Processing, vol. 86, 2006, pp. 1230-1238. |
| Burton, et al., “A New Structure for Combining Echo Cancellation and Beamforming in Changing Acoustical Environments,” IEEE International Conference on Acoustics, Speech and Signal Processing, 2007, pp. 1-77-1-80. |
| BZ-3a Installation Instructions, XEDIT Corporation, Available at <chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/viewer.html?pdfurl=https%3A%2F%2Fwww.servoreelers.com%2Fmt-content%2Fuploads%2F2017%2F05%2Fbz-a-3universal-2017c.pdf&clen=189067&chunk=true>, 1 p. |
| Cabral, et al., Glottal Spectral Separation for Speech Synthesis, IEEE Journal of Selected Topics in Signal Processing, 2013, 15 pp. |
| Campbell, “Adaptive Beamforming Using a Microphone Array for Hands-Free Telephony,” Virginia Polytechnic Institute and State University, Feb. 1999, 154 pgs. |
| Canetto, et al., “Speech Enhancement Systems Based on Microphone Arrays,” VI Conference of the Italian Society for Applied and Industrial Mathematics, May 27, 2002, 9 pp. |
| Cao, “Survey on Acoustic Vector Sensor and its Applications in Signal Processing” Proceedings of the 33rd Chinese Control Conference, Jul. 2014, 17 pp. |
| Cech, et al., “Active-Speaker Detection and Localization with Microphones and Cameras Embedded into a Robotic Head,” IEEE-RAS International Conference on Humanoid Robots, Oct. 2013, pp. 203-210. |
| Chan, et al., “Uniform Concentric Circular Arrays with Frequency-Invariant Characteristics-Theory, Design, Adaptive Beamforming and DOA Estimation,” IEEE Transactions on Signal Processing, vol. 55, No. 1, Jan. 2007, pp. 165-177. |
| Chau, et al., “A Subband Beamformer on an Ultra Low-Power Miniature DSP Platform,” 2002 IEEE International Conference on Acoustics, Speech, and Signal Processing, 4 pp. |
| Chen, et al., “A General Approach to the Design and Implementation of Linear Differential Microphone Arrays,” Signal and Information Processing Association Annual Summit and Conference, 2013 Asia-Pacific, IEEE, 7 pp. |
| Chen, et al., “Design and Implementation of Small Microphone Arrays,” PowerPoint Presentation, Northwestern Polytechnical University and Institut national de la recherche scientifique, Jan. 1, 2014, 56 pp. |
| Chen, et al., “Design of Robust Broadband Beamformers with Passband Shaping Characteristics using Tikhonov Regularization,” IEEE Transactions on Audio, Speech, and Language Processing, vol. 17, No. 4, May 2009, pp. 565-681. |
| Chou, “Frequency-Independent Beamformer with Low Response Error,” 1995 International Conference on Acoustics, Speech, and Signal Processing, pp. 2995-2998, May 9, 1995, 4 pp. |
| Chu, “Desktop Mic Array for Teleconferencing,” 1995 International Conference on Acoustics, Speech, and Signal Processing, May 1995, pp. 2999-3002. |
| Circuit Specialists webpage for an aluminum enclosure, available at <https://www.circuitspecialists.com/metal-instrument-enclosure-la7.html?otaid=gpl&gclid=EAlalQobChMI2JTw-Ynm6AlVgbblCh3F4QKuEAKYBiABEgJZMPD_BwE>, 3 pp. 2019. |
| ClearOne Introduces Ceiling Microphone Array With Built-In Dante Interface, Press Release; GlobeNewswire, Jan. 8, 2019, 2 pp. |
| ClearOne Launches Second Generation of its Groundbreaking Beamforming Microphone Array, Press Release, Acquire Media, Jun. 1, 2016, 2 pp. |
| ClearOne to Unveil Beamforming Microphone Array with Adaptive Steering and Next Generation Acoustic Echo Cancellation Technology, Press Release, InfoComm, Jun. 4, 2012, 1 p. |
| ClearOne, Clearly Speaking Blog, “Advanced Beamforming Microphone Array Technology for Corporate Conferencing Systems,” Nov. 11, 2013, 5 pp., http://www.clearone.com/blog/advanced-beamforming-microphone-array-technology-for-corporate-conferencing-systems/. |
| ClearOne, Beamforming Microphone Array, Mar. 2012, 6 pgs. |
| ClearOne, Ceiling Microphone Array Installation Manual, Jan. 9, 2012, 20 pgs. |
| ClearOne, Converge/Converge Pro, Manual, 2008, 51 pp. |
| ClearOne, Professional Conferencing Microphones, Brochure, Mar. 2015, 3 pp. |
| Coleman, “Loudspeaker Array Processing for Personal Sound Zone Reproduction,” Centre for Vision, Speech and Signal Processing, 2014, 239 pp. |
| Cook, et al., An Altemative Approach to Interpolated Array Processing for Uniform Circular Arrays, Asia-Pacific Conference on Circuits and Systems, 2002, pp. 411-414. |
| Cox, et al., “Robust Adaptive Beamforming,” IEEE Trans. Acoust., Speech, and Signal Processing, vol. ASSP-35, No. 10, Oct. 1987, pp. 1365-1376. |
| CTG Audio, Ceiling Microphone Ctg CM-01, Jun. 5, 2008, 2 pgs. |
| CTG Audio, CM-01 & CM-02 Ceiling Microphones Specifications, 2 pgs. |
| CTG Audio, CM-01 & CM-02 Ceiling Microphones, 2017, 4 pgs. |
| CTG Audio, CTG FS-400 and RS-800 with “Beamforming” Technology, Datasheet, As early as 2009, 2 pp. |
| CTG Audio, CTG User Manual for the FS- 400/800 Beamforming Mixers, Nov. 2008, 26 pp. |
| CTG Audio, Expand Your IP Teleconferencing to Full Room Audio, Obtained from website htt. )://www ct audio com/exand-, our-i - teleconforencino-to-ful-room-audio-while-conquennc.1-echo-cancelation-issues Mull, 2014. |
| CTG Audio, Frequently Asked Questions, As early as 2009, 2 pp. |
| CTG Audio, Installation Manual and User Guidelines for the Soundman SM 02 System, May 2001, 29 pp. |
| CTG Audio, Installation Manual, Nov. 21, 2008, 25 pgs. |
| CTG Audio, Introducing the CTG FS-400 and FS-800 with Beamforming Technology, As early as 2008, 2 pp. |
| CTG Audio, Meeting the Demand for Ceiling Mics in the Enterprise 5 Best Practices, Brochure, 2012, 9 pp. |
| CTG Audio, White on White—Introducing the CM-02 Ceiling Microphone, https://ctgaudio.com/white-on-white-introducing-the-cm-02-ceiling-microphone/, Feb. 20, 2014, 3 pgs. |
| Dahl et al., Acoustic Echo Cancelling with Microphone Arrays, Research Report 3/95, Univ. of Karlskrona/Ronneby, Apr. 1995, 64 pgs. |
| Decawave, Application Note: APR001, UWB Regulations, A Summary of Worldwide Telecommunications Regulations governing the use of Ultra-Wideband radio, Version 1.2, 2015, 63 pp. |
| Desiraju, et al., “Efficient Multi-Channel Acoustic Echo Cancellation Using Constrained Sparse Filter Updates in the Subband Domain,” Acoustic Speech Enhancement Research, Sep. 2014, 4 pp. |
| DiBiase et al., Robust Localization in Reverberent Rooms, in Brandstein, ed., Microphone Arrays: Techniques and Applications, 2001, Springer-Verlag Berlin Heidelberg, pp. 157-180. |
| Diethorn, “Audio Signal Processing For Next-Generation Multimedia Communication Systems,” Chapter 4, 2004, 9 pp. |
| Digikey webpage for Converta box (last visited Apr. 22, 2020) <https://www.digikey.com/product-detail/en/bud-industries/CU-452-A/377-1969-ND/439257?utm_adgroup=Boxes&utm_source=google&utm_medium=cpc&utm_campaign=Shopping_Boxes%2C%20Enclosures%2C%20Racks_NEW&utm_term=&utm_content=Boxes&gclid=EAlalQobChMI2JTw-Ynm6AlVgbblCh3F4QKuEAkYCSABEgKybPD_BwE>, 3 pp. |
| Digikey webpage for Pomona Box (last visited Apr. 22, 2020) available at <https://www.digikey.com/product-detail/en/pomonaelectronics/3306/501-2054-ND/736489>, 2 pp. |
| Digital Wireless Conference System, MCW-D 50, Beyerdynamic Inc., 2009, 18 pp. |
| Do et al., A Real-Time SRP-PHAT Source Location Implementation using Stochastic Region Contraction (SRC) on a Large-Aperture Microphone Array, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing—ICASSP '07, , Apr. 2007, pp. I-121-1-124. |
| Dominguez, et al., “Towards an Environmental Measurement Cloud: Delivering Pollution Awareness to the Public,” International Journal of Distributed Sensor Networks, vol. 10, Issue 3, Mar. 31, 2014, 17 pp. |
| Dormehl, “HoloLens concept lets you control your smart home via augmented reality,” digitaltrends, Jul. 26, 2016, 12 pp. |
| International Search Report and Written Opinion for PCT/US2022/045694 dated Mar. 17, 2023, 19 pp. |
| Number | Date | Country | |
|---|---|---|---|
| 20230104602 A1 | Apr 2023 | US |
| Number | Date | Country | |
|---|---|---|---|
| 63262074 | Oct 2021 | US |