Currently, when a person is potentially exposed to a contagious disease, such as Ebola, the person can be put into quarantine, asked to regularly come in to a hospital or doctor's office, or asked to track their own health. Each of these methods, however, has significant drawbacks. Placing a person in quarantine is expensive, can be illegal absent some imminent threat, and removes the quarantined persons from his or her productive pursuits. Asking a person to regularly visit a facility to check their health has highly irregular results and, due to the artificial atmosphere in which health monitoring is performed, is often not reliable at catching an infection early. Asking a person to track their own health also has many drawbacks, including compliance, poor data, and failure to detect the infection before others are infected and often after the best outcome for that person can be attained through early detection.
This document describes techniques for, and systems that enable, in-ear health monitoring. The techniques described enable early detection of contagious disease through use of an in-ear health-monitoring and audio device. These techniques prompt a user, often through the user's smart phone, to listen to audio content through the device, which also takes the user's temperature. Through repetitive use, the techniques are capable of determining a temperature differential for the user, which aids in early detection of a contagious disease or other potential health condition.
This document also describes a wired, in-ear health-monitoring and audio device that is capable of rendering audio content and measuring a person's temperature in conjunction with the person's mobile computing device through an audio socket of that device. This wired, in-ear device can, in some embodiments, be made cheaply and compatible with many common mobile computing devices, such as smart phones, tablets, smart watches, and audio players. In cases where a contagious disease breaks out, such as Ebola or the Swine Flu, these wired, in-ear devices can be given out to hundreds if not thousand or tens of thousands of people and, by so doing, enable early detection of the contagious disease. This early detection not only increases the chances that the infected person will survive, it can also substantially curb or reduce the spread of the contagious disease.
This summary is provided to introduce simplified concepts concerning in-ear health monitoring, which is further described below in the Detailed Description. This summary is not intended to identify essential features of the claimed subject matter, nor is it intended for use in determining the scope of the claimed subject matter.
Embodiments of techniques and devices for in-ear health monitoring are described with reference to the following drawings. The same numbers are used throughout the drawings to reference like features and components:
Overview
This document describes techniques using, and devices enabling, in-ear health monitoring. Through use of these techniques and devices, early detection of contagious diseases can be made. This can decrease mortality for particular persons using the device as well as others around them by reducing the disease's spread.
Consider, for example, a situation where a person that has contracted the Ebola virus travels through an airport in Sierra Leone, gets on a first plane to London, spends three hours in London, and travels on a second plane to Tokyo, Japan, and then spends one hour in the Tokyo airport before taking a tram to a hotel outside of the city. The next day the person feels ill and takes a taxi to a local hospital. As can easily be seen from this example, every person on both planes, all three airports, the tram, the taxi driver, and the medical professions that take care of the person when he gets to the local airport, at least all of these people should be monitored for Ebola. This amounts to many hundreds of people. To be safer, those people in the airports, the security persons, those at nearby gates, and those in the hotel should also be monitored, increasing the numbers to thousands of people.
Current early-detection protocols are nearly useless to address this type of widespread exposure—quarantining all of these people is impractical, asking all of them to regularly visit their medical professionals is highly unlikely to catch the disease early due to inaccurate measurement, little or no temperature differential, or non-compliance and if all of them did comply, they would overwhelm the ability of their local medical offices to help them, as well as increase exposure to people in those offices. Asking each of them to monitor themselves could help somewhat, but by the time a person feels sick they are already contagious to others and detection is too late to substantially improve their chances of survival. Even in the unlikely event that most of these people monitor themselves through use of some traditional health monitors, such as in-mouth thermometers, the results are unreliable and sporadic, thereby failing to catch the disease early enough to be of most benefit to them and others.
Contrast these current early-detection protocols with the techniques and systems described herein. These techniques are cheap to implement, strongly encourage people to monitor themselves through reminders or compensation, and provide more-accurate detection. Contrasted with the above example, in-ear health-monitoring and audio devices can be handed out in the thousands—even at a cost of less than one U.S. dollar per device. They can be administered even without having to directly contact every person—they can simply be waiting at major health offices for use by persons that hear on the radio or television or the Internet that the person with Ebola was at an airport the same time as they remember being there. Further, as will be described in detail below, these in-ear devices are capable of early detection of small temperature changes in a person's core temperature. In some cases, changes that indicate a possible infection can be supplied to local health professionals and disease-control institutions or simply the person herself so that she can immediately follow on-screen instructions to get medical attention in a responsible way.
This is but one example of how the techniques and devices enable in-ear health monitoring. Other examples are described below. This document now turns to an example environment, after which example wired and wireless in-ear devices, methods, a user interface, and an example computing system are described.
Example Environment
Person 106 may receive in-ear device 104 directly from medical institution 102 or through another entity, such as brick-and-mortar pharmacy, government entity tasked with disease control, through the mail, and so forth. In-ear device 104 or a health managing module can customize the use of in-ear device 104 as noted above, though this is not strictly required.
Network 110 includes one or more of many types of wireless or partly wireless communication networks, such as a local-area-network (LAN), a wireless local-area-network (WLAN), a personal-area-network (PAN), a wide-area-network (WAN), near-field communication (NFC), an intranet, the Internet, a peer-to-peer network, point-to-point network, a mesh network, and so forth. As will be addressed below, in-ear device 104, in some cases, is a wireless rather than wired device. In such cases, network 110 can be used for communication between in-ear device 104 and mobile computing device 108 (or even non-mobile or remote devices, such as directly with remote device 112).
With regard to the example mobile computing device 108 of
Mobile computing device 108 includes or is able to communicate with a display 202 (five are shown in
More specifically, custom instructions 212 may require health-monitoring by in-ear device 104 to be made at particular times or situations, which can be real-life situations, such as the person eating, sleeping for a period of time, walking, running, or undergoing stress. Further, these real-life situations can be sensed by mobile computing device 108 as noted below. Custom instructions 212 can also include a dynamic adjustment mechanism. This mechanism can indicate, without further instructions from an entity associated with the instructions (e.g., medical institution 102), to alter times or situations responsive to previously set thresholds for a result of one of the monitoring acts. Thus, if person 106's temperature appears to be rising slightly, but not yet enough to confirm probable infection, the frequency of tests can be increased.
In some cases monitoring module 210 may include a dynamic warning mechanism set by medical institution 102, which can also be acted upon without further instruction from medical institution 102. This permits a flexible and immediate responsiveness to medical changes, such as a temperature differential of approximately 0.5° F. or 0.3° C.
Generally, monitoring module 210 is capable of prompting a person to initiated use of an in-ear device 104 based on prescribed times or situations. Monitoring module 210 may also or instead cause in-ear device 104 to perform the prescribed monitoring acts and then receive, store, and transmit the results. Monitoring module 210 may wait to transmit the results until a temperature differential meets some threshold, such as 0.25° F. or 0.2° C., or simply transmit after some duration of time or number of tests have been performed.
Mobile computing device 108 may also include or have access to passive sensors to determine if a situation is occurring, such as person 106 lying down to sleep, for example. Passive sensors can include an accelerometer that measures movement of mobile computing device 108, and thus indirectly movement of person 106, a touch sensor of a display screen capable of measuring person 106's skin temperature, capacitance, and/or conductivity, barometric sensors, light sensors, microphones, and radar sensors capable of passively sensing person 106's skin temperature, skeletal movement, and heart rate, to name but a few. While these measurements may not be sufficiently accurate or precise (e.g., repeatable) to measure small temperature differentials, they can be used to determine situations during which testing with in-ear device 104 is desired.
Monitoring module 210 may also use data associated with person 106 to determine when some situation is occurring, such as a global position through GPS, cellular, and/or local-area networks (LANs), thereby indicating that person 106 is out to dinner, walking along a street, driving, at work, at home, and so forth. Person-associated data may also include person 106's calendar or other personal information, and thus person 106's activities for various times of day, such as situations of person 106 being at work, at high activity, asleep, or in a particular location. Thus, monitoring module 210 is capable of determining, through use of passive sensors or person-associated data, that a particular situation is occurring. After the determination, monitoring module 210 may then prompt the person to use in-ear device 104.
Consider, in more detail, in-ear device 104, examples of which are illustrated in
In-ear device 104 also includes speaker 308 and temperature sensor 310. Speaker 308 is capable of rendering audio content, and may be one or more of various types of devices capable of producing sounds, such as an electroacoustic transducer that converts electrical signals to sound. In more detail, speaker 308 is configured to receive audio content from a mobile computing device. This can be through wireless audio plug 302 or wired audio plug 304. In the wired case, audio socket 218 (or USB, etc.) of mobile computing device 108, in electrical connection with wired audio plug 304, provides audio content. This audio content can then be presented, e.g., rendered, by speaker 308 so that person 106 can hear the content. The audio content may include any suitable type of content, such as audio of a phone call or entertainment content. The entertainment content can include any of various content that person 106 would like to hear, such as news, podcasts, media programs, audio books, and music.
Temperature sensor 310 is capable of sensing a temperature of a human auditory canal or tympanic membrane, such as that of person 106. Temperature sensor 310 may include a thermistor, and may include multiple temperatures sensors. Multiple temperature sensors permit a gradient across the temperature sensors, which enables estimation of an internal self-heating measurement of in-ear device 104. This can be useful in shortening a temperature-equalization period for in-ear device 104, which is described in detail later below. Multiple temperature sensors may also improve consistency in measured temperature where in-ear device 104 does not fully reach a stabilized, non-transient temperature equilibrium with person 106's inner-ear temperature.
Generally, reliability and consistency of measurement for temperature-sensing device can be improved by giving the device sufficient time to equilibrate with the object being measured. This permits the sensor to come to a relatively constant resistance through a lateral thermal diffusion time having been met or succeeded. Many conventional temperature-sensing devices used to measure people's temperature are still on a transient curve when taking a temperature measurement—these conventional devices are trying to estimate a steady state rather than being at that steady state. In contrast, in-ear device 104 can be at the steady state through overcoming a temperature-equilibrium period, whether through time in a person's auditory canal or through aid of a self-heating device as described in greater detail below.
In-ear device 104 also includes one or more of a hardware circuit 312, System-on-Chip 314, and/or computer processors 316 and computer-readable storage media 318. One or more of these is capable, through hardware, hardware in combination with software or firmware, or software, of managing speaker 308, temperature sensor 310, and receiving and sending data, such as audio signals and temperature readings. These capabilities are illustrated with sensor manager 320, shown as computer-executable instructions that computer processors 316 may execute, though these may also or instead, alone or in combination, be performed by hardware circuit 312 or firmware on SoC 314.
In more detail, sensor manager 320 is configured to communicate data with a mobile computing device. This can be through wireless audio plug 302 or wired audio plug 304. In the wired case, audio socket 218 (or USB, etc.) of mobile computing device 108, in electrical connection with wired audio plug 304, communicates data and other instructions. Manager 320 is also configured to sense a temperature of person 106's auditory canal or tympanic membrane by using or causing temperature sensor 310 to read a current temperature. With the resulting sensor data for the temperature reading, manager 320 can provide the sensor data through wired audio plug 304 and to audio socket 218 of mobile computing device 108.
By way of two example configurations of hardware circuit 312, consider
Additionally, audio circuitry 406 may include a microphone to receive sound (e.g., voice calls or recordings) and hardware switches that enable remote control of playback functionalities a host device (e.g., mobile computing device 108). As shown in
Active circuitry 402 also includes low-dropout regulator 410 (LDO 410), microcontroller unit 412, and temperature sensor 414 (sensor 414). LDO 410 can be configured to power components of active circuitry from bias current provided by an audio socket of mobile computing device 108. MCU 412, which is powered by LDO 410, is configured to measure a temperature of a human auditory canal or tympanic membrane via sensor 414, which may be implemented as temperature sensor 310 as described with reference to
For example, in cases of wired in-ear devices, sensor data can be provided through an analog signal returned to mobile computing device 108 over a microphone input-capable element of audio socket 218. Note further than in this wired case, where wired audio plug 304 communicates through audio socket 218, in-ear device 104 may forgo use of a power element, such as a battery, within in-ear device 104. In this case, in-ear device 104 is powered by bias current provided by mobile computing device 108 through the wires from wired audio plug 304 to in-ear device 104.
In other embodiments, active circuitry 402 may communicate bi-directionally with the mobile computing device 108 using the microphone signal line in combination with one or both of the stereo audio signals. Additionally, the data may be modulated or encoded on the stereo audio signals so that it can be made inconspicuous to normal headphone usage, such as through the use of inaudible signal modulation, data encoded as pseudorandom noise, and the like. Data communicated by active circuitry 402 may also be configured to enable other various functionalities of in-ear device 104, such as calibration, manufacturing test, firmware updates, and the like.
Various techniques can be applied to the measurement of the passive temperature sensitive element in order to improve signal-to-noise ratios and reject interfering signals. One example is the use of discrete tones at an integer sub-divisor of audio sample rates. This allows use of a single frequency discrete cosine transform to encode and extract the signal without windowing artifacts while providing rejection of other frequencies that may contain noise or interference signals. Further, measurements can be made at multiple discrete frequencies to improve the signal-to-noise ratio as well as reject interfering signals, and in some cases perform a frequency chirp to measure the complete frequency dependent transfer function. These encoding or extraction techniques may be implemented by components or either or both of in-ear device 104 for the case of active circuitry 402 and mobile computing device 108 for the case of passive circuitry 404 to improve measurement integrity.
Passive circuitry 404 also includes audio circuitry 406, which may be implemented as described with reference to active circuitry 402. Passive circuitry 404 includes a resistor-capacitor network 418 (RC network 418) and thermistor 420, which are powered by the stereo audio signals of the left and right channels of audio circuitry 406. Thermistor 420 is configured to enable temperature measurements of a human auditory canal or tympanic membrane by providing or altering an analog signal returned to mobile computing device 108 via the microphone signal line. Although described here with reference to a thermistor, passive circuitry may be implemented using any suitable temperature sensitive element(s).
In at least some embodiments, the stereo audio signals are used as an excitation source for thermistor 420, which modulates a returning signal with temperature information for decoding by mobile device 108. In some cases, temperature measurements are performed during playback or rendering of audio content, such that audio signals associated with the content provide excitation for passive circuitry 404. Alternatively, an encoded excitation can be superimposed at an inaudible level relative to the audio content but effective to cause passive circuitry to provide a signal on the microphone signal line that can be decoded by mobile computing device 108. Alternately, when a signal level provided by passive circuitry is insufficient over a period of time, the temperature measurements may performed during a pause in audio playback effective to increase a quality of the signal provided.
In some embodiments, passive circuitry 404 enables temperature measurements to be performed through the use of transfer functions. For example, a frequency-dependent transfer function can be measured from audio output (e.g., right and/or left audio channels) to the microphone signal line, such as at the input of audio socket 218. Through use of various correlation techniques, an input signal can be time and phase aligned to the audio output to provide a basis for the transfer function. A frequency dependent gain can then be analyzed along with a model of a temperature independent transfer function to estimate, based on signals provided by passive circuitry 404, a temperature in person 106's auditory canal.
Through hardware circuitry 312, components of in-ear device 104 may implement, in part or whole, various aspects of in-ear health monitoring, such as measuring temperature of a human auditory canal or tympanic membrane. In at least some embodiments, sensor manager 320, whether operating as computer-readable instructions on CRM 318 or hardware circuit 312 and/or SoC 314, can perform temperature sensing during a pause in the audio presentation by speaker 308 or simultaneous with audio presentation by speaker 308 using temperature sensor 310.
As noted in part, CRM 318 includes sensor manager 320, which is capable of receiving instructions regarding when or how to sense person 106's temperature. These custom instructions may indicate when, though they may also be responsive to a user's interaction (e.g., the user is prompted by mobile computing device 108 rather than in-ear device 104). Responsive to interaction or instruction, sensor manager 320 causes temperature sensor 310 to sense person 106's temperature and then provides the result (e.g., results 216 to mobile computing device 108).
Providing results 216 can be performed in multiple different manners. In the wired case, sensor data can be provided through an analog signal returned to mobile computing device 108 over a microphone input-capable element of audio socket 218. Note further than in this wired case where wired audio plug 304 communicates through audio socket 218, in-ear device 104 may forgo use of a power element, such as a battery, within in-ear device 104. In this case, in-ear device 104 is powered by a bias current provided by mobile computing device 108 through the wires from wired audio plug 304 to in-ear device 104.
In-ear device 104 may also include a self-heating element 322. This self-heating element is capable of heating in-ear device 104 to a device temperature near to, but below an expected temperature of the human auditory canal or tympanic membrane, such as 92° F. Note that speaker 308 can be used as a self-heating element instead or in addition through electric signals exciting the structure of speaker 308, whether in an audible or in-audible range of sound.
Sensor manager 320 can also estimate self-heating of in-ear device 104. This estimation of self-heating can be performed through a model of electro-mechanical losses for speaker 308; such losses can be affected by a temperature of speaker 308. Note that a thermal model estimating an impact on temperature sensor 310 may also be used.
In some cases aspects common to audio socket 218 of mobile computing device 108 can be used, this can aid in lowering costs of in-ear device 104 to maintain is broad applicability in a medical crisis. Many audio sockets of mobile devices are capable of receiving a microphone signal. Using this capability, hardware circuitry 312 receives sensor data through wired audio plug 304 as an encoded signal on the microphone signal. Monitoring module 210 is then capable of decoding the encoded signal. This signal can be superimposed on an encoded excitation source at an inaudible level.
These and other capabilities, as well as ways in which entities of
Example Method
Optionally, at 502, custom instructions are received by a mobile computing device. As noted, these custom instructions can be created by a health professional, such as a medical doctor or disease-control institution. These custom instructions may include situations or times at which to monitor a person's health that are tailored to the person or disease, though such custom instructions are not required.
An indicator can be received by mobile computing device 108 when communication is established with in-ear device 104, such as prior to operations 502 or 504. Consider, for example, a case where thousands of in-ear devices 104 are passed out after a possible contamination. Person 106 may plug in the wired version into her smartphone 108-2. On plugging it in, in-ear device 104 may indicate to smartphone 108-2 a universal resource locator (URL) at which to download monitoring module 210 of
For this example, however, person 106 plugs in in-ear device 104 to her smartphone 108-2, which then uses the URL from CRM 318 or SoC 314 to download monitoring module 210. Assume at this particular point, that user interface 214 of monitoring module 210 then presents a list of selectable options for person 106 to select, such as:
Please indicate infectious disease: Ebola, Smallpox, Yellow Fever, Tuberculosis, Measles, Cholera, Malaria, Spanish Flu, Meningococcal Meningitis, Severe Acute Respiratory Syndrome, Bubonic Plague, Whooping Cough, Avian Flu, H1N1 Influenza, Syphilis, Marburg, Anthrax, Rabies, MRSA, or Other.
After selecting the disease, monitoring module 210 follows instructions tailored to that disease. This tailoring may include how and when in-ear device 104 is used and a temperature differential that indicates possible infection. These instructions may also customize use of user interface 214 such that the interface prompts person 106 responsive to a temperature differential indicating possible infection with questions about other symptoms common to the disease selected.
At 504, a user is prompted to initiate use of an in-ear health-monitoring and audio device. This prompting can be in various manners common to interfaces of mobile devices, such as shaking, sounds, alarms, content displayed, and so forth. In some cases, an external source may prompt the user to initiate use of the device, such as an incoming call, text messages, or media message received from a health provider, health facility, or the like.
Continuing the ongoing example, consider
At 506, the in-ear device is caused to render audio content for a temperature-equalization period. In some cases, this may include causing the playback of entertainment content or presenting audio content of an incoming call or received multimedia message. A duration of the temperature-equalization period can be shortened by self-heating, as noted above. This period can also be a strict equalization such that temperature sensor 310 is within 0.1, 0.2, or 0.3 degrees (Fahrenheit or Celsius) of the auditory canal or tympanic membrane. This period, however, may instead be one in which temperature is sufficiently equalized for temperature measurements to be consistent to within 0.1 degrees, though the accuracy of these measurements need not be 0.1 degrees. Thus, equalization can be as little as 10 degrees, for example, between in-ear device 104 and person 106's auditory canal, as temperature sensor 310 may still be able to consistently measure person 106's temperature. As noted, a temperature reading need not be accurate though it does have to be consistent to within the range at which an infection is detected, such as 0.1, 0.3, 0.5, or 1.0 degrees (Fahrenheit or Celsius).
Optionally, at 508, a determination that the temperature-equalization period has passed is made rather than simply performing the sensing responsive to the period passing. Various manners of determination can be made, such as using multiple temperature sensors as noted above, or determining that a thermistor's temperature reading has equalized based on data received from in-ear device 104, or through measuring resistance of speaker 308, also as described above.
At 510, after the temperature-equalization period has passed, the in-ear device is caused to sense the person's temperature. This can be performed during rendering of audio content (e.g., play of entertainment content) or after the rendering is over, as noted above. Here assume that monitoring module 210 or sensor manager 320 determines that the temperature-equalization period has passed, and then, while play of Jerry Seinfeld's Stand-Up Comedy continues, one of both of the module or manager causes temperature sensor 310 to sense person 106's temperature. In cases where the temperature is sensed after play is over, a prompt by user interface 214 can indicate that in-ear device 104 should not be removed yet, such as a quick audio of “Please wait to remove ear-buds until you hear the beep” or a display and so forth.
Optionally, at 512, responsive to receiving sensor results, the in-ear device is caused to indicate to the person that the in-ear device can be removed (e.g., it is “okay”). This is optional though, in cases where an audio prompt is used to remind the person not to remove the in-ear device, some audio indication can be helpful in giving the temperature sensor adequate time to perform the measurement.
As another option, at 514, the person can be compensated for use of the in-ear device. Generally, this compensation can be anything that motivates the person to use the in-ear device when prompted. Compensation can include addition of content to a mobile device's audio or audio-visual library, such as a book on tap, a podcast, a song (with or without a music video), a drama or comedy program, an e-book (audio or not), and so forth. Compensation may also include money, coupons, discounts, exclusive deals, and so forth. Continuing the ongoing example, temperature-sensing completion and compensation display 606 of
At 516, responsive to receiving sensor results for the person's temperature, the person's temperature is compared to one or more prior person temperatures sensed by the in-ear health-monitoring and audio device. By so doing, a temperature differential for the person is determined. As noted in part, this temperature differential can be independent of an accuracy of the in-ear device but dependent on a precision (e.g., repeatability) of the in-ear device. Because of this, inaccurate but precise measurements over multiple iterations are acceptable for determining a temperature differential. Many people insert audio devices, such as in-ear device 104 in very similar if not nearly identical manners each time they do so. This may be due in part to comfort, but also in part to a desire to achieve a best audio reproduction or sound clarity. Many people, however, do not behave in this manner for other testing devices, which is but one of the many reasons why in-ear device 104 enables consistent temperature readings and accurate temperature differentials.
While determining a temperature differential for the person need not be accurate but does need a high-level of consistency, some physiological factors may affect whether or not a particular differential indicates a likely infection. Human beings have small temperature differences at particular times of the day or month that can affect this temperature differential. Examples include harmonic variations related to daily rhythms for the person, circadian rhythm, reproductive cycles, and situation in which the person is in. The situations can be compensated for by having the person take their temperature during same or similar situations in some cases. Even so, recognizing small temperature variations that are consistent for most people or the particular person (e.g., determined through a prior use where infection was not found), can be used to compensate the initial differential to provide the temperature differential used to determine infection.
At 518, the temperature differential is provided to an entity associated with the person, a mobile computing device associated with the person, or a medical person or institution. If this temperature differential indicates likely infection, the person may be given instructions on what to do, such as call the person's medical professional, or information can be provided to the person that is previously determined appropriate for the disease selected (if any), further testing can also be requested for the person, whether through in-ear device 104 or other manners, or an interface provided with symptoms associated with the disease so, based on selections from the person greater accuracy in the determination of the infection can be made.
As is readily apparent, the techniques permit varied and robust health monitoring during a person's real life, whether at particular times, situations, or in particular conditions. By so doing, the spread of infectious diseases can be reduced and a likelihood of a successful outcome for infected persons used the in-ear device can be increased. Note also some of the tangential potential benefits also of reducing stress on persons that may have been exposed by giving them health monitoring that provides an accurate temperature differential and thus potentially and earlier way to catch the disease, as well as lowering the stress on medical institutions during times at which they are very likely to be overwhelmed, such as during a local outbreak of an infectious disease.
Furthermore, through many iterations of many people using in-ear devices 104, better data can be found. This better data permits further refinement of what temperature differentials indicate infection and for which diseases, including rates at which these temperature differentials are found. Thus, while medical science may not now know if persons that have contract Ebola will have an increase in 0.5 degrees within 24 hours of possible infection and then 1.0 degree within 36 hours, and so forth along a curve of temperature-differential increases over time. But, through these devices and techniques, such information may be learned, thereby improving early detection and slowing spread of various infectious diseases.
The preceding discussion describes methods relating to in-ear health monitoring. Aspects of these methods may be implemented in hardware (e.g., fixed logic circuitry), firmware, software, manual processing, or any combination thereof. These techniques may be embodied on one or more of the entities shown in
Example Computing System
Computing system 700 includes communication devices 702 that enable wired and/or wireless communication of device data 704 (e.g., received data, data that is being received, data scheduled for broadcast, data packets of the data, etc.). Device data 704 or other device content can include configuration settings of the device, media content stored on the device, and/or information associated with a user of the device. Media content stored on computing system 700 can include any type of audio, video, and/or image data, including complex or detailed results of human-health-monitoring acts. Computing system 700 includes one or more data inputs 706 via which any type of data, media content, and/or inputs can be received, such as human utterances, user-selectable inputs (explicit or implicit), messages, music, television media content, recorded video content, and any other type of audio, video, and/or image data received from any content and/or data source.
Computing system 700 also includes communication interfaces 708, which can be implemented as any one or more of a serial and/or parallel interface, a wireless interface, any type of network interface, a modem, and as any other type of communication interface. Communication interfaces 708 provide connection and/or communication links between computing system 700 and a communication network by which other electronic, computing, and communication devices communicate data with computing system 700.
Computing system 700 includes one or more processors 710 (e.g., any of microprocessors, controllers, and the like), which process various computer-executable instructions to control the operation of computing system 700 and to enable techniques for, or in which can be embodied, in-ear health monitoring. Alternatively or in addition, computing system 700 can be implemented with any one or combination of hardware, firmware, or fixed logic circuitry that is implemented in connection with processing and control circuits which are generally identified at 712. Although not shown, computing system 700 can include a system bus or data transfer system that couples the various components within the device. A system bus can include any one or combination of different bus structures, such as a memory bus or memory controller, a peripheral bus, a universal serial bus, and/or a processor or local bus that utilizes any of a variety of bus architectures.
Computing system 700 also includes computer-readable media 714, such as one or more memory devices that enable persistent and/or non-transitory data storage (i.e., in contrast to mere signal transmission), examples of which include random access memory (RAM), non-volatile memory (e.g., any one or more of a read-only memory (ROM), flash memory, EPROM, EEPROM, etc.), and a disk storage device. A disk storage device may be implemented as any type of magnetic or optical storage device, such as a hard disk drive, a recordable and/or rewriteable compact disc (CD), any type of a digital versatile disc (DVD), and the like. Computing system 700 can also include a mass storage media device 716.
Computer-readable media 714 provides data storage mechanisms to store device data 704, as well as various device applications 718 and any other types of information and/or data related to operational aspects of computing system 700. For example, an operating system 720 can be maintained as a computer application with computer-readable media 714 and executed on processors 710. Device applications 718 may include a device manager, such as any form of a control application, software application, signal-processing and control module, code that is native to a particular device, a hardware abstraction layer for a particular device, and so on.
Device applications 718 also include any system components, modules, or managers to implement in-ear health monitoring. In this example, device applications 718 include monitoring module 210 or sensor manager 320.
Conclusion
Although embodiments of techniques using, and apparatuses for implementing, in-ear health monitoring have been described in language specific to features and/or methods, it is to be understood that the subject of the appended claims is not necessarily limited to the specific features or methods described. Rather, the specific features and methods are disclosed as example implementations of in-ear health monitoring.
This application is a continuation of and claims priority to U.S. patent application Ser. No. 14/666,155 filed Mar. 23, 2015 entitled “In-Ear Health Monitoring”, the disclosure of which is incorporated by reference herein in its entirety.
Number | Name | Date | Kind |
---|---|---|---|
3570312 | Kreith | Mar 1971 | A |
3610874 | Gagliano | Oct 1971 | A |
3953706 | Harris et al. | Apr 1976 | A |
4321930 | Jobsis et al. | Mar 1982 | A |
4654967 | Thenner | Apr 1987 | A |
4700044 | Hokanson et al. | Oct 1987 | A |
4795998 | Dunbar et al. | Jan 1989 | A |
4838797 | Dodier | Jun 1989 | A |
5024533 | Egawa | Jun 1991 | A |
5121124 | Spivey et al. | Jun 1992 | A |
5298715 | Chalco et al. | Mar 1994 | A |
5309916 | Hatschek | May 1994 | A |
5341979 | Gupta | Aug 1994 | A |
5410471 | Alyfuku et al. | Apr 1995 | A |
5468917 | Brodsky et al. | Nov 1995 | A |
5564571 | Zanotti | Oct 1996 | A |
5656798 | Kubo et al. | Aug 1997 | A |
5724707 | Kirk et al. | Mar 1998 | A |
5798798 | Rector et al. | Aug 1998 | A |
6032450 | Blum | Mar 2000 | A |
6037893 | Lipman | Mar 2000 | A |
6080690 | Lebby et al. | Jun 2000 | A |
6129673 | Fraden | Oct 2000 | A |
6179785 | Martinosky | Jan 2001 | B1 |
6210771 | Post et al. | Apr 2001 | B1 |
6254544 | Hayashi | Jul 2001 | B1 |
6313825 | Gilbert | Nov 2001 | B1 |
6340979 | Beaton et al. | Jan 2002 | B1 |
6386757 | Konno | May 2002 | B1 |
6440593 | Ellison et al. | Aug 2002 | B2 |
6492980 | Sandbach | Dec 2002 | B2 |
6493933 | Post et al. | Dec 2002 | B1 |
6513970 | Tabata et al. | Feb 2003 | B1 |
6524239 | Reed et al. | Feb 2003 | B1 |
6543668 | Fujii et al. | Apr 2003 | B1 |
6616613 | Goodman | Sep 2003 | B1 |
6711354 | Kameyama | Mar 2004 | B2 |
6717065 | Hosaka et al. | Apr 2004 | B2 |
6802720 | Weiss et al. | Oct 2004 | B2 |
6805672 | Martin | Oct 2004 | B2 |
6835898 | Eldridge et al. | Dec 2004 | B2 |
6854985 | Weiss | Feb 2005 | B1 |
6929484 | Weiss et al. | Aug 2005 | B2 |
6970128 | Dwelly et al. | Nov 2005 | B1 |
6997882 | Parker et al. | Feb 2006 | B1 |
7134879 | Sugimoto et al. | Nov 2006 | B2 |
7164820 | Eves et al. | Jan 2007 | B2 |
7194371 | McBride et al. | Mar 2007 | B1 |
7209775 | Bae | Apr 2007 | B2 |
7223105 | Weiss et al. | May 2007 | B2 |
7249954 | Weiss | Jul 2007 | B2 |
7299964 | Jayaraman et al. | Nov 2007 | B2 |
7310236 | Takahashi et al. | Dec 2007 | B2 |
7317416 | Flom et al. | Jan 2008 | B2 |
7348285 | Dhawan et al. | Mar 2008 | B2 |
7365031 | Swallow et al. | Apr 2008 | B2 |
7421061 | Boese et al. | Sep 2008 | B2 |
7462035 | Lee et al. | Dec 2008 | B2 |
7528082 | Krans et al. | May 2009 | B2 |
7544627 | Tao et al. | Jun 2009 | B2 |
7578195 | DeAngelis et al. | Aug 2009 | B2 |
7644488 | Aisenbrey | Jan 2010 | B2 |
7647093 | Bojovic et al. | Jan 2010 | B2 |
7670144 | Ito et al. | Mar 2010 | B2 |
7677729 | Vilser et al. | Mar 2010 | B2 |
7691067 | Westbrook et al. | Apr 2010 | B2 |
7698154 | Marchosky | Apr 2010 | B2 |
7791700 | Bellamy | Sep 2010 | B2 |
7834276 | Chou et al. | Nov 2010 | B2 |
7952512 | Delker et al. | May 2011 | B1 |
7999722 | Beeri et al. | Aug 2011 | B2 |
8062220 | Kurtz et al. | Nov 2011 | B2 |
8169404 | Boillot | May 2012 | B1 |
8179604 | Prada Gomez et al. | May 2012 | B1 |
8193929 | Siu et al. | Jun 2012 | B1 |
8199104 | Park et al. | Jun 2012 | B2 |
8282232 | Hsu et al. | Oct 2012 | B2 |
8289185 | Alonso | Oct 2012 | B2 |
8301232 | Albert et al. | Oct 2012 | B2 |
8334226 | Nhan et al. | Dec 2012 | B2 |
8341762 | Balzano | Jan 2013 | B2 |
8367942 | Howell et al. | Feb 2013 | B2 |
8374668 | Hayter | Feb 2013 | B1 |
8475367 | Yuen et al. | Jul 2013 | B1 |
8505474 | Kang et al. | Aug 2013 | B2 |
8509882 | Albert et al. | Aug 2013 | B2 |
8549829 | Song et al. | Oct 2013 | B2 |
8560972 | Wilson | Oct 2013 | B2 |
8562526 | Heneghan et al. | Oct 2013 | B2 |
8569189 | Bhattacharya et al. | Oct 2013 | B2 |
8614689 | Nishikawa et al. | Dec 2013 | B2 |
8655004 | Prest et al. | Feb 2014 | B2 |
8700137 | Albert | Apr 2014 | B2 |
8758020 | Burdea et al. | Jun 2014 | B2 |
8759713 | Sheats | Jun 2014 | B2 |
8764651 | Tran | Jul 2014 | B2 |
8785778 | Streeter et al. | Jul 2014 | B2 |
8790257 | Libbus et al. | Jul 2014 | B2 |
8814574 | Selby et al. | Aug 2014 | B2 |
8819812 | Weber et al. | Aug 2014 | B1 |
8854433 | Rafii | Oct 2014 | B1 |
8926509 | Magar | Jan 2015 | B2 |
9055879 | Selby et al. | Jun 2015 | B2 |
9075429 | Karakotsios et al. | Jul 2015 | B1 |
9093289 | Vicard et al. | Jul 2015 | B2 |
9125456 | Chow | Sep 2015 | B2 |
9141194 | Keyes et al. | Sep 2015 | B1 |
9148949 | Guofu et al. | Sep 2015 | B2 |
9230160 | Kanter | Jan 2016 | B1 |
9331422 | Nazzaro et al. | May 2016 | B2 |
9335825 | Rautianinen et al. | May 2016 | B2 |
9508141 | Khachaturian et al. | Nov 2016 | B2 |
9575560 | Poupyrev et al. | Feb 2017 | B2 |
9588625 | Poupyrev | Mar 2017 | B2 |
9594443 | VanBlon et al. | Mar 2017 | B2 |
9600080 | Poupyrev | Mar 2017 | B2 |
9693592 | Robinson et al. | Jul 2017 | B2 |
9729986 | Crawley | Aug 2017 | B2 |
9778749 | Poupyrev | Oct 2017 | B2 |
9811164 | Poupyrev | Nov 2017 | B2 |
9837760 | Karagozler et al. | Dec 2017 | B2 |
9848780 | DeBusschere et al. | Dec 2017 | B1 |
9921660 | Poupyrev | Mar 2018 | B2 |
9933908 | Poupyrev | Apr 2018 | B2 |
10016162 | Rogers et al. | Jul 2018 | B1 |
10064582 | Rogers | Sep 2018 | B2 |
10080528 | Debusschere et al. | Sep 2018 | B2 |
10304567 | Kitagawa | May 2019 | B2 |
10376195 | Reid et al. | Aug 2019 | B1 |
10409385 | Poupyrev | Sep 2019 | B2 |
10642367 | Poupyrev | May 2020 | B2 |
10664059 | Poupyrev | May 2020 | B2 |
10936081 | Poupyrev | Mar 2021 | B2 |
11169988 | Poupyrev et al. | Nov 2021 | B2 |
20020080156 | Abbott et al. | Jun 2002 | A1 |
20020170897 | Hall | Nov 2002 | A1 |
20030036685 | Goodman | Feb 2003 | A1 |
20030071750 | Benitz | Apr 2003 | A1 |
20030093000 | Nishio et al. | May 2003 | A1 |
20030100228 | Bungo et al. | May 2003 | A1 |
20030119391 | Swallow et al. | Jun 2003 | A1 |
20030122677 | Kail | Jul 2003 | A1 |
20040009729 | Hill et al. | Jan 2004 | A1 |
20040102693 | Jenkins | May 2004 | A1 |
20040249250 | McGee et al. | Dec 2004 | A1 |
20040259391 | Jung et al. | Dec 2004 | A1 |
20050069695 | Jung et al. | Mar 2005 | A1 |
20050128124 | Greneker et al. | Jun 2005 | A1 |
20050148876 | Endoh et al. | Jul 2005 | A1 |
20060035554 | Glaser et al. | Feb 2006 | A1 |
20060040739 | Wells | Feb 2006 | A1 |
20060100517 | Phillips | May 2006 | A1 |
20060139314 | Bell | Jun 2006 | A1 |
20060157734 | Onodero et al. | Jul 2006 | A1 |
20060166620 | Sorensen | Jul 2006 | A1 |
20060183980 | Yang | Aug 2006 | A1 |
20060258205 | Locher et al. | Nov 2006 | A1 |
20070024946 | Panasyuk et al. | Feb 2007 | A1 |
20070026695 | Lee et al. | Feb 2007 | A1 |
20070118043 | Oliver et al. | May 2007 | A1 |
20070161921 | Rausch | Jul 2007 | A1 |
20070176821 | Flom et al. | Aug 2007 | A1 |
20070192647 | Glaser | Aug 2007 | A1 |
20070197115 | Eves et al. | Aug 2007 | A1 |
20070197878 | Shklarski | Aug 2007 | A1 |
20070210074 | Maurer et al. | Sep 2007 | A1 |
20070276262 | Banet et al. | Nov 2007 | A1 |
20070276632 | Banet et al. | Nov 2007 | A1 |
20080001735 | Tran | Jan 2008 | A1 |
20080002027 | Kondo et al. | Jan 2008 | A1 |
20080015422 | Wessel | Jan 2008 | A1 |
20080024438 | Collins et al. | Jan 2008 | A1 |
20080039731 | McCombie et al. | Feb 2008 | A1 |
20080065291 | Breed | Mar 2008 | A1 |
20080134102 | Movold et al. | Jun 2008 | A1 |
20080136775 | Conant | Jun 2008 | A1 |
20080168396 | Matas et al. | Jul 2008 | A1 |
20080194975 | MacQuarrie et al. | Aug 2008 | A1 |
20080211766 | Westerman et al. | Sep 2008 | A1 |
20080233822 | Swallow et al. | Sep 2008 | A1 |
20080278450 | Lashina | Nov 2008 | A1 |
20080282665 | Speleers | Nov 2008 | A1 |
20080291158 | Park et al. | Nov 2008 | A1 |
20080303800 | Elwell | Dec 2008 | A1 |
20080316085 | Rofougaran et al. | Dec 2008 | A1 |
20080320419 | Matas et al. | Dec 2008 | A1 |
20090018408 | Ouchi et al. | Jan 2009 | A1 |
20090033585 | Lang | Feb 2009 | A1 |
20090053950 | Surve | Feb 2009 | A1 |
20090056300 | Chung et al. | Mar 2009 | A1 |
20090058820 | Hinckley | Mar 2009 | A1 |
20090113298 | Jung et al. | Apr 2009 | A1 |
20090115617 | Sano et al. | May 2009 | A1 |
20090118648 | Kandori et al. | May 2009 | A1 |
20090149036 | Lee et al. | Jun 2009 | A1 |
20090177068 | Stivoric et al. | Jul 2009 | A1 |
20090203244 | Toonder | Aug 2009 | A1 |
20090253585 | Diatchenko et al. | Oct 2009 | A1 |
20090270690 | Roos et al. | Oct 2009 | A1 |
20090288762 | Wolfel | Nov 2009 | A1 |
20090295712 | Ritzau | Dec 2009 | A1 |
20090299197 | Antonelli et al. | Dec 2009 | A1 |
20090319181 | Khosravy et al. | Dec 2009 | A1 |
20100045513 | Pett et al. | Feb 2010 | A1 |
20100060570 | Underkoffler et al. | Mar 2010 | A1 |
20100065320 | Urano | Mar 2010 | A1 |
20100069730 | Bergstrom et al. | Mar 2010 | A1 |
20100071205 | Graumann et al. | Mar 2010 | A1 |
20100094141 | Puswella | Apr 2010 | A1 |
20100179820 | Harrison et al. | Jul 2010 | A1 |
20100201586 | Michalk | Aug 2010 | A1 |
20100204550 | Heneghan et al. | Aug 2010 | A1 |
20100205667 | Anderson et al. | Aug 2010 | A1 |
20100208035 | Pinault et al. | Aug 2010 | A1 |
20100225562 | Smith | Sep 2010 | A1 |
20100241009 | Petkie | Sep 2010 | A1 |
20100281438 | Latta et al. | Nov 2010 | A1 |
20100292549 | Schuler | Nov 2010 | A1 |
20100306713 | Geisner et al. | Dec 2010 | A1 |
20100313414 | Sheats | Dec 2010 | A1 |
20100324384 | Moon et al. | Dec 2010 | A1 |
20100325770 | Chung et al. | Dec 2010 | A1 |
20110003664 | Richard | Jan 2011 | A1 |
20110010014 | Oexman et al. | Jan 2011 | A1 |
20110018795 | Jang | Jan 2011 | A1 |
20110029038 | Hyde et al. | Feb 2011 | A1 |
20110073353 | Lee et al. | Mar 2011 | A1 |
20110093820 | Zhang et al. | Apr 2011 | A1 |
20110118564 | Sankai | May 2011 | A1 |
20110119640 | Berkes et al. | May 2011 | A1 |
20110166940 | Bangera et al. | Jul 2011 | A1 |
20110181509 | Rautiainen et al. | Jul 2011 | A1 |
20110181510 | Hakala et al. | Jul 2011 | A1 |
20110193939 | Vassigh et al. | Aug 2011 | A1 |
20110197263 | Stinson, III | Aug 2011 | A1 |
20110202404 | van der Riet | Aug 2011 | A1 |
20110213218 | Weiner et al. | Sep 2011 | A1 |
20110221666 | Newton et al. | Sep 2011 | A1 |
20110234492 | Ajmera et al. | Sep 2011 | A1 |
20110239118 | Yamaoka et al. | Sep 2011 | A1 |
20110245688 | Arora et al. | Oct 2011 | A1 |
20110279303 | Smith | Nov 2011 | A1 |
20110303341 | Meiss et al. | Dec 2011 | A1 |
20110307842 | Chiang et al. | Dec 2011 | A1 |
20110318985 | McDermid | Dec 2011 | A1 |
20120001875 | Li et al. | Jan 2012 | A1 |
20120019168 | Noda et al. | Jan 2012 | A1 |
20120029369 | Icove et al. | Feb 2012 | A1 |
20120047468 | Santos et al. | Feb 2012 | A1 |
20120068876 | Bangera et al. | Mar 2012 | A1 |
20120092284 | Rogougaran et al. | Apr 2012 | A1 |
20120105358 | Momeyer et al. | May 2012 | A1 |
20120123232 | Najarian et al. | May 2012 | A1 |
20120127082 | Kushler et al. | May 2012 | A1 |
20120144934 | Russell et al. | Jun 2012 | A1 |
20120150493 | Casey et al. | Jun 2012 | A1 |
20120156926 | Kato et al. | Jun 2012 | A1 |
20120174299 | Balzano | Jul 2012 | A1 |
20120174736 | Wang et al. | Jul 2012 | A1 |
20120193801 | Gross et al. | Aug 2012 | A1 |
20120220835 | Chung | Aug 2012 | A1 |
20120248093 | Ulrich et al. | Oct 2012 | A1 |
20120254810 | Heck et al. | Oct 2012 | A1 |
20120268416 | Pirogov et al. | Oct 2012 | A1 |
20120270564 | Gum et al. | Oct 2012 | A1 |
20120280900 | Wang et al. | Nov 2012 | A1 |
20120310665 | Xu et al. | Dec 2012 | A1 |
20130016070 | Starner et al. | Jan 2013 | A1 |
20130035563 | Angellides | Feb 2013 | A1 |
20130046544 | Kay et al. | Feb 2013 | A1 |
20130053653 | Cuddihy et al. | Feb 2013 | A1 |
20130076788 | Ben Zvi | Mar 2013 | A1 |
20130079649 | Mestha et al. | Mar 2013 | A1 |
20130082922 | Miller | Apr 2013 | A1 |
20130083173 | Geisner et al. | Apr 2013 | A1 |
20130086533 | Stienstra | Apr 2013 | A1 |
20130096439 | Lee et al. | Apr 2013 | A1 |
20130102217 | Jeon | Apr 2013 | A1 |
20130104084 | Mlyniec et al. | Apr 2013 | A1 |
20130106710 | Ashbrook | May 2013 | A1 |
20130113830 | Suzuki | May 2013 | A1 |
20130132931 | Bruns et al. | May 2013 | A1 |
20130147833 | Aubauer et al. | Jun 2013 | A1 |
20130150735 | Cheng | Jun 2013 | A1 |
20130161078 | Li | Jun 2013 | A1 |
20130194173 | Zhu et al. | Aug 2013 | A1 |
20130195330 | Kim et al. | Aug 2013 | A1 |
20130196716 | Khurram | Aug 2013 | A1 |
20130207962 | Oberdorfer et al. | Aug 2013 | A1 |
20130222232 | Kong et al. | Aug 2013 | A1 |
20130260630 | Ito et al. | Oct 2013 | A1 |
20130278499 | Anderson | Oct 2013 | A1 |
20130278501 | Bulzacki | Oct 2013 | A1 |
20130283203 | Batraski et al. | Oct 2013 | A1 |
20130310700 | Wiard et al. | Nov 2013 | A1 |
20130322729 | Mestha et al. | Dec 2013 | A1 |
20130332438 | Li et al. | Dec 2013 | A1 |
20130345569 | Mestha et al. | Dec 2013 | A1 |
20140005809 | Frei et al. | Jan 2014 | A1 |
20140049487 | Konertz et al. | Feb 2014 | A1 |
20140051941 | Messerschmidt | Feb 2014 | A1 |
20140070957 | Longinotti-Buitoni et al. | Mar 2014 | A1 |
20140072190 | Wu et al. | Mar 2014 | A1 |
20140073486 | Ahmed et al. | Mar 2014 | A1 |
20140073969 | Zou et al. | Mar 2014 | A1 |
20140081100 | Muhsin et al. | Mar 2014 | A1 |
20140095480 | Marantz et al. | Apr 2014 | A1 |
20140121540 | Raskin | May 2014 | A1 |
20140135631 | Brumback et al. | May 2014 | A1 |
20140139422 | Mistry et al. | May 2014 | A1 |
20140139616 | Pinter et al. | May 2014 | A1 |
20140143678 | Mistry et al. | May 2014 | A1 |
20140181509 | Liu | Jun 2014 | A1 |
20140184496 | Gribetz et al. | Jul 2014 | A1 |
20140188989 | Stekkelpak et al. | Jul 2014 | A1 |
20140191939 | Penn et al. | Jul 2014 | A1 |
20140200416 | Kashef et al. | Jul 2014 | A1 |
20140208275 | Mongia et al. | Jul 2014 | A1 |
20140215389 | Walsh et al. | Jul 2014 | A1 |
20140239065 | Zhou et al. | Aug 2014 | A1 |
20140244277 | Krishna Rao et al. | Aug 2014 | A1 |
20140246415 | Wittkowski | Sep 2014 | A1 |
20140247212 | Kim et al. | Sep 2014 | A1 |
20140250515 | Jakobsson | Sep 2014 | A1 |
20140253431 | Gossweiler et al. | Sep 2014 | A1 |
20140253709 | Bresch et al. | Sep 2014 | A1 |
20140262478 | Harris et al. | Sep 2014 | A1 |
20140265642 | Utley | Sep 2014 | A1 |
20140275854 | Venkatraman et al. | Sep 2014 | A1 |
20140276104 | Tao et al. | Sep 2014 | A1 |
20140280295 | Kurochikin et al. | Sep 2014 | A1 |
20140281975 | Anderson | Sep 2014 | A1 |
20140297006 | Sadhu | Oct 2014 | A1 |
20140306936 | Dahl et al. | Oct 2014 | A1 |
20140316261 | Lux et al. | Oct 2014 | A1 |
20140318699 | Longinotti-Buitoni et al. | Oct 2014 | A1 |
20140324888 | Xie et al. | Oct 2014 | A1 |
20140343392 | Yang | Nov 2014 | A1 |
20140347295 | Kim et al. | Nov 2014 | A1 |
20140357369 | Callens et al. | Dec 2014 | A1 |
20140368378 | Crain et al. | Dec 2014 | A1 |
20140376788 | Xu et al. | Dec 2014 | A1 |
20150002391 | Chen | Jan 2015 | A1 |
20150009096 | Lee et al. | Jan 2015 | A1 |
20150026815 | Barrett | Jan 2015 | A1 |
20150029050 | Driscoll et al. | Jan 2015 | A1 |
20150030256 | Brady et al. | Jan 2015 | A1 |
20150040040 | Balan et al. | Feb 2015 | A1 |
20150046183 | Cireddu | Feb 2015 | A1 |
20150068069 | Tran et al. | Mar 2015 | A1 |
20150077282 | Mohamadi | Mar 2015 | A1 |
20150085060 | Fish et al. | Mar 2015 | A1 |
20150091858 | Rosenberg et al. | Apr 2015 | A1 |
20150091859 | Rosenberg et al. | Apr 2015 | A1 |
20150091903 | Costello et al. | Apr 2015 | A1 |
20150095987 | Potash et al. | Apr 2015 | A1 |
20150099941 | Tran | Apr 2015 | A1 |
20150100328 | Kress et al. | Apr 2015 | A1 |
20150112606 | He et al. | Apr 2015 | A1 |
20150133017 | Liao et al. | May 2015 | A1 |
20150143601 | Longinotti-Buitoni et al. | May 2015 | A1 |
20150145805 | Liu | May 2015 | A1 |
20150162729 | Reversat et al. | Jun 2015 | A1 |
20150177866 | Hwang et al. | Jun 2015 | A1 |
20150199045 | Robucci et al. | Jul 2015 | A1 |
20150205358 | Lyren | Jul 2015 | A1 |
20150256763 | Niemi | Sep 2015 | A1 |
20150257653 | Hyde et al. | Sep 2015 | A1 |
20150261320 | Leto | Sep 2015 | A1 |
20150268027 | Gerdes | Sep 2015 | A1 |
20150268799 | Starner et al. | Sep 2015 | A1 |
20150277569 | Sprenger et al. | Oct 2015 | A1 |
20150280102 | Tajitsu et al. | Oct 2015 | A1 |
20150287187 | Redtel | Oct 2015 | A1 |
20150297105 | Pahlevan et al. | Oct 2015 | A1 |
20150301167 | Sentelle et al. | Oct 2015 | A1 |
20150312041 | Choi | Oct 2015 | A1 |
20150332075 | Burch | Nov 2015 | A1 |
20150346701 | Gordon et al. | Dec 2015 | A1 |
20150346820 | Poupyrev et al. | Dec 2015 | A1 |
20150351703 | Phillips et al. | Dec 2015 | A1 |
20150375339 | Sterling et al. | Dec 2015 | A1 |
20160011668 | Gilad-Bachrach et al. | Jan 2016 | A1 |
20160018948 | Parvarandeh et al. | Jan 2016 | A1 |
20160026253 | Bradski et al. | Jan 2016 | A1 |
20160026768 | Singh | Jan 2016 | A1 |
20160038083 | Ding et al. | Feb 2016 | A1 |
20160041617 | Poupyrev | Feb 2016 | A1 |
20160041618 | Poupyrev | Feb 2016 | A1 |
20160045706 | Gary et al. | Feb 2016 | A1 |
20160048235 | Poupyrev | Feb 2016 | A1 |
20160048236 | Poupyrev | Feb 2016 | A1 |
20160054792 | Poupyrev | Feb 2016 | A1 |
20160054803 | Poupyrev | Feb 2016 | A1 |
20160054804 | Gollakata et al. | Feb 2016 | A1 |
20160055201 | Poupyrev et al. | Feb 2016 | A1 |
20160089042 | Saponas et al. | Mar 2016 | A1 |
20160098089 | Poupyrev | Apr 2016 | A1 |
20160100166 | Dragne et al. | Apr 2016 | A1 |
20160103500 | Hussey et al. | Apr 2016 | A1 |
20160106328 | Mestha et al. | Apr 2016 | A1 |
20160145776 | Roh | May 2016 | A1 |
20160186366 | McMaster | Jun 2016 | A1 |
20160206244 | Rogers | Jul 2016 | A1 |
20160213331 | Gil et al. | Jul 2016 | A1 |
20160216825 | Forutanpour | Jul 2016 | A1 |
20160220152 | Meriheina et al. | Aug 2016 | A1 |
20160249698 | Berzowska et al. | Sep 2016 | A1 |
20160252965 | Mandella et al. | Sep 2016 | A1 |
20160253044 | Katz | Sep 2016 | A1 |
20160259037 | Molchanov et al. | Sep 2016 | A1 |
20160282988 | Poupyrev | Sep 2016 | A1 |
20160283101 | Schwesig et al. | Sep 2016 | A1 |
20160284436 | Fukuhara et al. | Sep 2016 | A1 |
20160287172 | Morris et al. | Oct 2016 | A1 |
20160299526 | Inagaki et al. | Oct 2016 | A1 |
20160320852 | Poupyrev | Nov 2016 | A1 |
20160320853 | Lien et al. | Nov 2016 | A1 |
20160320854 | Lien et al. | Nov 2016 | A1 |
20160321428 | Rogers | Nov 2016 | A1 |
20160338599 | DeBusschere et al. | Nov 2016 | A1 |
20160345638 | Robinson et al. | Dec 2016 | A1 |
20160349790 | Connor | Dec 2016 | A1 |
20160349845 | Poupyrev et al. | Dec 2016 | A1 |
20170013417 | Zampini, II | Jan 2017 | A1 |
20170060298 | Hwang et al. | Mar 2017 | A1 |
20170075496 | Rosenberg et al. | Mar 2017 | A1 |
20170097413 | Gillian et al. | Apr 2017 | A1 |
20170097684 | Lien | Apr 2017 | A1 |
20170115777 | Poupyrev | Apr 2017 | A1 |
20170125940 | Karagozler et al. | May 2017 | A1 |
20170164904 | Kirenko | Jun 2017 | A1 |
20170192523 | Poupyrev | Jul 2017 | A1 |
20170192629 | Takada et al. | Jul 2017 | A1 |
20170196513 | Longinotti-Buitoni et al. | Jul 2017 | A1 |
20170232538 | Robinson et al. | Aug 2017 | A1 |
20170249033 | Podhajny et al. | Aug 2017 | A1 |
20170322633 | Shen et al. | Nov 2017 | A1 |
20170325337 | Karagozler et al. | Nov 2017 | A1 |
20170325518 | Poupyrev et al. | Nov 2017 | A1 |
20170329412 | Schwesig et al. | Nov 2017 | A1 |
20170329425 | Karagozler et al. | Nov 2017 | A1 |
20180000354 | DeBusschere et al. | Jan 2018 | A1 |
20180000355 | DeBusschere et al. | Jan 2018 | A1 |
20180004301 | Poupyrev | Jan 2018 | A1 |
20180046258 | Poupyrev | Feb 2018 | A1 |
20180177464 | Debusschere et al. | Jun 2018 | A1 |
20180296163 | Debusschere et al. | Oct 2018 | A1 |
20190391667 | Poupyrev | Dec 2019 | A1 |
20200218361 | Poupyrev | Jul 2020 | A1 |
20210132702 | Poupyrev | May 2021 | A1 |
Number | Date | Country |
---|---|---|
103355860 | Jan 2016 | CN |
102011075725 | Nov 2012 | DE |
102013201359 | Jul 2014 | DE |
0161895 | Nov 1985 | EP |
1815788 | Aug 2007 | EP |
2177017 | Apr 2010 | EP |
2417908 | Feb 2012 | EP |
2770408 | Aug 2014 | EP |
2953007 | Dec 2015 | EP |
3201726 | Aug 2017 | EP |
2070469 | Sep 1981 | GB |
2443208 | Apr 2008 | GB |
2006234716 | Sep 2006 | JP |
2007266772 | Oct 2007 | JP |
2008287714 | Nov 2008 | JP |
2008293501 | Dec 2008 | JP |
2012198916 | Oct 2012 | JP |
2012208714 | Oct 2012 | JP |
2013251913 | Dec 2013 | JP |
1020080102516 | Nov 2008 | KR |
100987650 | Oct 2010 | KR |
20130045222 | May 2013 | KR |
20140053988 | May 2014 | KR |
1020140055985 | May 2014 | KR |
9001895 | Mar 1990 | WO |
0130123 | Apr 2001 | WO |
2001027855 | Apr 2001 | WO |
0175778 | Oct 2001 | WO |
2002082999 | Oct 2002 | WO |
2004004557 | Jan 2004 | WO |
2007125298 | Nov 2007 | WO |
2009032073 | Mar 2009 | WO |
2009083467 | Jul 2009 | WO |
2010032173 | Mar 2010 | WO |
2012026013 | Mar 2012 | WO |
2012152476 | Nov 2012 | WO |
2013082806 | Jun 2013 | WO |
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2016176471 | Nov 2016 | WO |
2016178797 | Nov 2016 | WO |
2017019299 | Feb 2017 | WO |
2017200571 | Nov 2017 | WO |
20170200949 | Nov 2017 | WO |
Entry |
---|
Hollington, J. “Playing Back All Songs on iPod” <https://www.ilounge.com/index.php/articles/comments/playing-back-all-songs-on-ipod> (Year: 2008). |
Badawy, W. “System-on-Chip for Real-Time Applications” Springer Science & Business Media, 2003. Section 1.1, p. 3-16 (Year: 2003). |
“Final Office Action”, U.S. Appl. No. 15/462,957, filed Nov. 8, 2019, 10 Pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/791,044, filed Sep. 30, 2019, 22 Pages. |
“Notice of Allowance”, U.S. Appl. No. 15/462,957, filed Jan. 23, 2020, 8 Pages. |
“Notice of Allowance”, U.S. Appl. No. 15/791,044, filed Feb. 12, 2020, 8 Pages. |
“Final Office Action”, U.S. Appl. No. 14/504,121, dated Jul. 9, 2018, 23 pages. |
“First Action Interview Office Action”, U.S. Appl. No. 14/731,195, dated Jun. 21, 2018, 4 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/720,632, dated May 18, 2018, 20 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/809,901, dated May 24, 2018, 13 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/715,793, dated Jul. 6, 2018, 5 pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/462,957, dated May 24, 2019, 14 pages. |
“Notice of Allowance”, U.S. Appl. No. 15/703,511, dated Apr. 16, 2019, 5 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/731,195, dated Apr. 24, 2019, 7 pages. |
“European Search Report”, European Application No. 16789735.4, dated Nov. 14, 2018, 4 pages. |
“First Action Interview Office Action”, U.S. Appl. No. 15/142,471, dated Feb. 5, 2019, 29 pages. |
“First Examination Report”, GB Application No. 1621332.4, dated May 16, 2017, 7 pages. |
“Foreign Office Action”, Japanese Application No. 2018156138, dated May 22, 2019, 3 pages. |
“Foreign Office Action”, British Application No. 1621192.2, dated Jun. 17, 2020, 5 pages. |
“Foreign Office Action”, Korean Application No. 1020197004803, dated Oct. 14, 2019, 2 pages. |
“Foreign Office Action”, CN Application No. 201680020123.9, dated Nov. 29, 2019, 10 pages. |
“Foreign Office Action”, European Application No. 16789735.4, dated Dec. 12, 2018, 5 pages. |
“Foreign Office Action”, Korean Application No. 1020197004803, dated Dec. 6, 2019, 2 pages. |
“Foreign Office Action”, Japanese Application No. 2018156138, dated Apr. 22, 2020, 3 pages. |
“Foreign Office Action”, Korean Application No. 1020197004803, dated Apr. 26, 2019, 6 pages. |
“Foreign Office Action”, Japanese Application No. 2018156138, dated Sep. 30, 2019, 3 pages. |
“International Search Report and Written Opinion”, PCT Application No. PCT/US2016/065295, dated Mar. 14, 2017, 12 pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/704,825, dated Jun. 1, 2020, 22 Pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/704,615, dated Jun. 1, 2020, 29 Pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/596,702, dated Jan. 4, 2019, 10 pages. |
“Pre-Interview Communication”, U.S. Appl. No. 15/142,471, dated Dec. 12, 2018, 3 pages. |
“Preliminary Report on Patentability”, PCT Application No. PCT/US2016/065295, dated Jul. 24, 2018, 18 pages. |
“Written Opinion”, PCT Application No. PCT/US2016/065295, dated Apr. 13, 2018, 8 pages. |
Antonimuthu, “Google's Project Soli brings Gesture Control to Wearables using Radar”, YouTube[online], Available from https://www.youtube.com/watch?v=czJfcgvQcNA as accessed on May 9, 2017; See whole video, especially 6:05-6:35. |
Duncan, “Motion Compensation of Synthetic Aperture Radar”, Microwave Earth Remote Sensing Laboratory, Brigham Young University, Apr. 15, 2003, 5 pages. |
“Final Office Action”, U.S. Appl. No. 14/731,195, dated Oct. 11, 2018, 12 pages. |
“Cardiio”, Retrieved From: <http://www.cardiio.com/> Apr. 15, 2015 App Information Retrieved From: <https://itunes.apple.com/us/app/cardiio-touchless-camera-pulse/id542891434?ls=1&mt=8> Apr. 15, 2015, Feb. 24, 2015, 6 pages. |
“Clever Toilet Checks on Your Health”, CNN.Com; Technology, Jun. 28, 2005, 2 pages. |
“Corrected Notice of Allowance”, U.S. Appl. No. 14/582,896, dated Dec. 19, 2016, 2 pages |
“Corrected Notice of Allowance”, U.S. Appl. No. 14/504,061, dated Dec. 27, 2016, 2 pages. |
“Corrected Notice of Allowance”, U.S. Appl. No. 14/582,896, dated Feb. 6, 2017, 2 pages. |
“Corrected Notice of Allowance”, U.S. Appl. No. 14/582,896, dated Feb. 23, 2017, 2 pages. |
“Corrected Notice of Allowance”, U.S. Appl. No. 14/930,220, dated Mar. 20, 2017, 2 pages. |
“Corrected Notice of Allowance”, U.S. Appl. No. 14/930,220, dated May 11, 2017, 2 pages. |
“Corrected Notice of Allowance”, U.S. Appl. No. 14/312,486, dated Oct. 28, 2016, 4 pages. |
“Corrected Notice of Allowance”, U.S. Appl. No. 14/312,486, dated Jan. 23, 2017, 4 pages. |
“Final Office Action”, U.S. Appl. No. 14/504,061, dated Mar. 9, 2016, 10 pages. |
“Final Office Action”, U.S. Appl. No. 14/681,625, dated Dec. 7, 2016, 10 pages. |
“Final Office Action”, U.S. Appl. No. 15/398,147, dated Jun. 30, 2017, 11 pages. |
“Final Office Action”, U.S. Appl. No. 14/959,799, dated Jul. 19, 2017, 12 pages. |
“Final Office Action”, U.S. Appl. No. 14/715,454, dated Sep. 7, 2017, 14 pages. |
“Final Office Action”, U.S. Appl. No. 15/142,619, dated Feb. 8, 2018, 15 pages. |
“Final Office Action”, U.S. Appl. No. 14/504,121, dated Aug. 8, 2017, 16 pages. |
“Final Office Action”, U.S. Appl. No. 14/959,730, dated Nov. 22, 2017, 16 pages. |
“Final Office Action”, U.S. Appl. No. 14/959,799, dated Jan. 4, 2018, 17 pages. |
“Final Office Action”, U.S. Appl. No. 14/720,632, dated Jan. 9, 2018, 18 pages. |
“Final Office Action”, U.S. Appl. No. 14/518,863, dated May 5, 2017, 18 pages. |
“Final Office Action”, U.S. Appl. No. 14/959,901, dated Aug. 25, 2017, 19 pages. |
“Final Office Action”, U.S. Appl. No. 15/093,533, dated Mar. 21, 2018, 19 pages. |
“Final Office Action”, U.S. Appl. No. 14/715,454, dated Apr. 17, 2018, 19 pages. |
“Final Office Action”, U.S. Appl. No. 14/518,863, dated Apr. 5, 2018, 21 pages. |
“Final Office Action”, U.S. Appl. No. 14/599,954, dated Aug. 10, 2016, 23 pages. |
“Final Office Action”, U.S. Appl. No. 14/504,038, dated Sep. 27, 2016, 23 pages. |
“Final Office Action”, U.S. Appl. No. 15/403,066, dated Oct. 5, 2017, 31 pages. |
“Final Office Action”, U.S. Appl. No. 14/312,486, dated Jun. 3, 2016, 32 pages. |
“Final Office Action”, U.S. Appl. No. 14/699,181, dated May 4, 2018, 41 pages. |
“Final Office Action”, U.S. Appl. No. 14/715,793, dated Sep. 12, 2017, 7 pages. |
“Final Office Action”, U.S. Appl. No. 14/874,955, dated Jun. 30, 2017, 9 pages. |
“First Action Interview OA”, U.S. Appl. No. 14/715,793, dated Jun. 21, 2017, 3 pages. |
“International Preliminary Report on Patentability”, Application No. PCT/US2015/030388, dated Dec. 15, 2016, 12 pages. |
“International Preliminary Report on Patentability”, Application No. PCT/US2015/043963, dated Feb. 16, 2017, 12 pages. |
“International Preliminary Report on Patentability”, Application No. PCT/US2015/050903, dated Apr. 13, 2017, 12 pages. |
“International Preliminary Report on Patentability”, Application No. PCT/US2015/043949, dated Feb. 16, 2017, 13 pages. |
“International Preliminary Report on Patentability”, PCT Application No. PCT/US2016/026756, dated Oct. 19, 2017, 8 pages. |
“International Preliminary Report on Patentability”, Application No. PCT/US2015/044774, dated Mar. 2, 2017, 8 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/060399, dated Jan. 30, 2017, 11 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2015/044774, dated Nov. 3, 2015, 12 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/042013, dated Oct. 26, 2016, 12 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/062082, dated Feb. 23, 2017, 12 pages. |
“International Search Report and Written Opinion”, PCT/US2017/047691, dated Nov. 16, 2017, 13 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/024267, dated Jun. 20, 2016, 13 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/024273, dated Jun. 20, 2016, 13 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/032307, dated Aug. 25, 2016, 13 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/034366, dated Nov. 17, 2016, 13 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/029820, dated Jul. 15, 2016, 14 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/055671, dated Dec. 1, 2016, 14 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/030177, dated Aug. 2, 2016, 15 pages. |
“International Search Report and Written Opinion”, PCT Application No. PCT/US2017/051663, dated Nov. 29, 2017, 16 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2015/043963, dated Nov. 24, 2015, 16 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/024289, dated Aug. 25, 2016, 17 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2015/043949, dated Dec. 1, 2015, 18 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2015/050903, dated Feb. 19, 2016, 18 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/030115, dated Aug. 8, 2016, 18 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/063874, dated May 11, 2017, 19 pages. |
“International Search Report and Written Opinion”, Application No. PCT/US2016/033342, dated Oct. 27, 2016, 20 pages. |
“Life:X Lifestyle explorer”, Retrieved from <https://web.archive.org/web/20150318093841/http://research.microsoft.com/en-us/projects/lifex >, Feb. 3, 2017, 2 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/504,139, dated Jan. 27, 2017, 10 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/959,799, dated Jan. 27, 2017, 10 pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/398,147, dated Mar. 9, 2017, 10 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/504,139, dated Oct. 18, 2017, 12 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/666,155, dated Feb. 3, 2017, 12 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/504,121, dated Jan. 9, 2017, 13 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/959,730, dated Jun. 23, 2017, 14 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/862,409, dated Jun. 22, 2017, 15 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/930,220, dated Sep. 14, 2016, 15 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/720,632, dated Jun. 14, 2017, 16 pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/142,619, dated Aug. 25, 2017, 16 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/959,799, dated Sep. 8, 2017, 16 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/715,454, dated Jan. 11, 2018, 16 pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/595,649, dated Oct. 31, 2017, 16 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/518,863, dated Oct. 14, 2016, 16 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/599,954, dated Jan. 26, 2017, 16 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/862,409, dated Dec. 14, 2017, 17 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/599,954, dated Feb. 2, 2016, 17 pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/093,533, dated Aug. 24, 2017, 18 pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/142,689, dated Oct. 4, 2017, 18 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/504,121, dated Jan. 2, 2018, 19 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/518,863, dated Sep. 29, 2017, 20 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/959,901, dated Jan. 8, 2018, 21 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/504,038, dated Feb. 26, 2016, 22 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/312,486, dated Oct. 23, 2015, 25 pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/267,181, dated Feb. 8, 2018, 29 pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/403,066, dated May 4, 2017, 31 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/699,181, dated Oct. 18, 2017, 33 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/504,038, dated Mar. 22, 2017, 33 pages. |
“Non-Final Office Action”, U.S. Appl. No. 15/398,147, dated Sep. 8, 2017, 7 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/874,955, dated Feb. 8, 2018, 7 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/681,625, dated Mar. 6, 2017, 7 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/504,061, dated Nov. 4, 2015, 8 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/874,955, dated Feb. 27, 2017, 8 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/582,896, dated Jun. 29, 2016, 9 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/681,625, dated Aug. 12, 2016, 9 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/666,155, dated Aug. 24, 2016, 9 pages. |
“Non-Final Office Action”, U.S. Appl. No. 14/513,875, dated Feb. 21, 2017, 9 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/599,954, dated May 24, 2017, 11 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/312,486, dated Oct. 7, 2016, 15 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/504,038, dated Aug. 7, 2017, 17 pages. |
“Notice of Allowance”, U.S. Appl. No. 15/403,066, dated Jan. 8, 2018, 18 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/715,793, dated Dec. 18, 2017, 5 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/666,155, dated Feb. 20, 2018, 5 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/582,896, dated Nov. 7, 2016, 5 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/513,875, dated Jun. 28, 2017, 7 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/666,155, dated Jul. 10, 2017, 7 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/874,955, dated Oct. 20, 2017, 7 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/504,061, dated Sep. 12, 2016, 7 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/494,863, dated May 30, 2017, 7 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/681,625, dated Jun. 7, 2017, 7 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/681,625, dated Oct. 23, 2017, 8 pages. |
“Notice of Allowance”, U.S. Appl. No. 15/398,147, dated Nov. 15, 2017, 8 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/959,730, dated Feb. 22, 2018, 8 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/930,220, dated Feb. 2, 2017, 8 pages. |
“Notice of Allowance”, U.S. Appl. No. 15/343,067, dated Jul. 27, 2017, 9 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/599,954, dated Mar. 15, 2018, 9 pages. |
“Philips Vital Signs Camera”, Retrieved From: <http://www.vitalsignscamera.com/> Apr. 15, 2015, Jul. 17, 2013, 2 pages. |
“Pre-Interview Communication”, U.S. Appl. No. 14/513,875, dated Oct. 21, 2016, 3 pages. |
“Pre-Interview Communication”, U.S. Appl. No. 14/715,793, dated Mar. 20, 2017, 3 pages. |
“Pre-Interview Communication”, U.S. Appl. No. 14/715,454, dated Apr. 14, 2017, 3 pages. |
“Pre-Interview Communication”, U.S. Appl. No. 14/494,863, dated Jan. 27, 2017, 5 pages. |
“Pre-Interview Office Action”, U.S. Appl. No. 14/731,195, dated Dec. 20, 2017, 4 pages. |
“Preliminary Report on Patentability”, PCT Application No. PCT/US2016/042013, dated Jan. 30, 2018, 7 pages. |
“Preliminary Report on Patentability”, PCT Application No. PCT/US2016/032307, dated Dec. 7, 2017, 9 pages. |
“The Dash smart earbuds play back music, and monitor your workout”, Retrieved from < http://newatlas.com/bragi-dash-tracking-earbuds/30808/>, Feb. 13, 2014, 3 pages. |
“The Instant Blood Pressure app estimates blood pressure with your smartphone and our algorithm”, Retrieved at http://www.instantbloodpressure.com/—on Jun. 23, 2016, 6 pages. |
“Thermofocus No Touch Forehead Thermometer”, Technimed, Internet Archive. Dec. 24, 2014. https://web.archive.org/web/20141224070848/http://www.tecnimed.it:80/thermofocus-forehead-thermometer-H1N1-swine-flu.html, Dec. 24, 2018, 4 pages. |
Balakrishnan, Guha et al., “Detecting Pulse from Head Motions in Video”, In Proceedings: CVPR '13 Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition Available at: <http://people.csail.mit.edu/mrub/vidmag/papers/Balakrishnan_Detecting_Pulse_from_2013_CVPR_paper.pdf>, Jun. 23, 2013, 8 pages. |
Couderc, Jean-Philippe et al., “Detection of Atrial Fibrillation using Contactless Facial Video Monitoring”, In Proceedings: Heart Rhythm Society, vol. 12, Issue 1 Available at: <http://www.heartrhythmjournal.com/article/S1547-5271(14)00924-2/pdf>, 7 pages. |
Espina, Javier et al., “Wireless Body Sensor Network for Continuous Cuff-less Blood Pressure Monitoring”, International Summer School on Medical Devices and Biosensors, 2006, 5 pages. |
He, David D. “A Continuous, Wearable, and Wireless Heart Monitor Using Head Ballistocardiogram (BCG) and Head Electrocardiogram (ECG) with a Nanowatt ECG Heartbeat Detection Circuit”, In Proceedings: Thesis, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology Available at: <http://dspace.mit.edu/handle/1721.1/79221>, 137 pages. |
Klabunde, Richard E. “Ventricular Pressure-Volume Loop Changes in Valve Disease”, Retrieved From <https://web.archive.org/web/20101201185256/http://cvphysiology.com/Heart%20Disease/HD009.htm>, Dec. 1, 2010, 8 pages. |
Matthews, Robert J. “Venous Pulse”, Retrieved at: http://www.rjmatthewsmd.com/Definitions/venous_pulse.htm—on Nov. 30, 2016, Apr. 13, 2013, 7 pages. |
Nakajima, Kazuki et al., “Development of Real-Time Image Sequence Analysis for Evaluating Posture Change and Respiratory Rate of a Subject in Bed”, In Proceedings: Physiological Measurement, vol. 22, No. 3 Retrieved From: <http://iopscience.iop.org/0967-3334/22/3/401/pdf/0967-3334_22_3_401.pdf> Feb. 27, 2015, 8 pages. |
Otto, Chris et al., “System Architecture of a Wireless Body Area Sensor Network for Ubiquitous Health Monitoring”, Journal of Mobile Multimedia; vol. 1, No. 4, Jan. 10, 2006, 20 pages. |
Palese, et al., “The Effects of Earphones and Music on the Temperature Measured by Infrared Tympanic Thermometer: Preliminary Results”, ORL—head and neck nursing: official journal of the Society of Otorhinolaryngology and Head-Neck Nurses 32.2, Jan. 1, 2013, pp. 8-12. |
Poh, Ming-Zher et al., “A Medical Mirror for Non-contact Health Monitoring”, In Proceedings: ACM SIGGRAPH Emerging Technologies Available at: <http://affect.media.mit.edu/pdfs/11.Poh-etal-SIGGRAPH.pdf>, Jan. 1, 2011, 1 page. |
Poh, Ming-Zher et al., “Non-contact, Automated Cardiac Pulse Measurements Using Video Imaging and Blind Source Separation.”, In Proceedings: Optics Express, vol. 18, No. 10 Available at: <http://www.opticsinfobase.org/view_article.cfm?gotourl=http%3A%2F%2Fwww%2Eopticsinfobase%2Eorg%2FDirectPDFAccess%2F77B04D55%2DBC95%2D6937%2D5BAC49A426378C02%5F199381%2Foe%2D18%2D10%2D10762%2Ep, May 7, 2010, 13 pages. |
Wang, Wenjin et al., “Exploiting Spatial Redundancy of Image Sensor for Motion Robust rPPG”, In Proceedings: IEEE Transactions on Biomedical Engineering, vol. 62, Issue 2, Jan. 19, 2015, 11 pages. |
“Final Office Action”, U.S. Appl. No. 14/809,901, dated Dec. 13, 2018, 7 pages. |
“Pre-Interview Communication”, U.S. Appl. No. 15/703,511, dated Feb. 11, 2019, 5 pages. |
“Restriction Requirement”, U.S. Appl. No. 15/462,957, dated Jan. 4, 2019, 6 pages. |
“Advisory Action”, U.S. Appl. No. 14/504,139, dated Aug. 28, 2017, 3 pages. |
“Advisory Action”, U.S. Appl. No. 15/704,825, filed Feb. 10, 2021, 4 pages. |
“Apple Watch Used Four Sensors to Detect your Pulse”, retrieved from http://www.theverge.com/2014/9/9/6126991 / apple-watch-four-back-sensors-detect-activity on Sep. 23, 2017 as cited in PCT search report for PCT Application No. PCT/US2016/026756 on Nov. 10, 2017; The Verge, paragraph 1, Sep. 9, 2014, 4 pages. |
“Combined Search and Examination Report”, GB Application No. 1620892.8, dated Apr. 6, 2017, 5 pages. |
“Combined Search and Examination Report”, GB Application No. 1620891.0, dated May 31, 2017, 9 pages. |
“Corrected Notice of Allowance”, U.S. Appl. No. 16/560,085, filed Jan. 28, 2021, 2 pages. |
“Corrected Notice of Allowance”, U.S. Appl. No. 16/560,085, filed Dec. 14, 2020, 2 pages. |
“Extended European Search Report”, EP Application No. 15170577.9, dated Nov. 5, 2015, 12 pages. |
“Extended European Search Report”, EP Application No. 20174555.1, dated Oct. 13, 2020, 9 pages. |
“Final Office Action”, U.S. Appl. No. 15/704,825, filed Nov. 23, 2020, 18 pages. |
“Final Office Action”, U.S. Appl. No. 15/704,615, filed Dec. 11, 2020, 26 pages. |
“First Action Interview Office Action”, U.S. Appl. No. 14/959,901, dated Apr. 14, 2017, 3 pages. |
“First Action Interview Office Action”, U.S. Appl. No. 15/286,152, dated Mar. 1, 2018, 5 pages. |
“First Action Interview Pilot Program Pre-Interview Communication”, U.S. Appl. No. 14/731,195, dated Aug. 1, 2017, 3 pages. |
“Foreign Office Action”, KR Application No. 10-2016-7036023, dated Aug. 11, 2017, 10 pages. |
“Foreign Office Action”, GB Application No. 1621191.4, dated Dec. 31, 2020, 4 pages. |
“Foreign Office Action”, CN Application No. 201721290290.3, dated Mar. 9, 2018, 4 pages. |
“Foreign Office Action”, KR Application No. 10-2016-7035397, dated Sep. 20, 2017, 5 pages. |
“Foreign Office Action”, KR Application No. 10-2019-7004803, dated Jan. 21, 2021, 6 pages. |
“Foreign Office Action”, EP Application No. 15170577.9, dated May 30, 2017, 7 pages. |
“Foreign Office Action”, JP Application No. 2016-567813, dated Sep. 22, 2017, 8 pages. |
“Foreign Office Action”, EP Application No. 15754323.2, dated Mar. 9, 2018, 8 pages. |
“Frogpad Introduces Wearable Fabric Keyboard with Bluetooth Technology”, Retrieved From: <http://www.geekzone.co.nz/content.asp?contentid=3898> Mar. 16, 2015, Jan. 7, 2005, 2 pages. |
“Non-Invasive Quantification of Peripheral Arterial Volume Distensibilitiy and its Non-Lineaer Relationship with Arterial Pressure”, Journal of Biomechanics, Pergamon Press, vol. 42, No. 8; as cited in the search report for PCT/US2016/013968 citing the whole document, but in particular the abstract, May 29, 2009, 2 pages. |
“Notice of Allowability”, U.S. Appl. No. 16/560,085, filed Nov. 12, 2020, 2 pages. |
“Notice of Allowance”, U.S. Appl. No. 16/560,085, filed Oct. 19, 2020, 8 pages. |
“Pre-Interview Communication”, U.S. Appl. No. 14/959,901, dated Feb. 10, 2017, 4 pages. |
“Pre-Interview Communication”, U.S. Appl. No. 14/959,730, dated Feb. 15, 2017, 4 pages. |
“Pre-Interview Communication”, U.S. Appl. No. 15/166,198, dated Mar. 8, 2018, 8 pages. |
“Pre-Interview First Office Action”, U.S. Appl. No. 15/286,152, dated Feb. 8, 2018, 4 pages. |
“Pre-Interview Office Action”, U.S. Appl. No. 14/862,409, dated Sep. 15, 2017, 16 pages. |
“Pressure-Volume Loop Analysis in Cardiology”, retrieved from https://en.wikipedia.org/w/index.php7t itle=Pressure-volume loop analysis in card iology&oldid=636928657 on Sep. 23, 2017; Obtained per link provided in search report from PCT/US2016/01398 on Jul. 28, 2016, Dec. 6, 2014, 10 pages. |
“Restriction Requirement”, U.S. Appl. No. 15/362,359, dated Jan. 8, 2018, 5 pages. |
“Restriction Requirement”, U.S. Appl. No. 14/666,155, dated Jul. 22, 2016, 5 pages. |
“Textile Wire Brochure”, Retrieved at: http://www.textile-wire.ch/en/home.html, Aug. 7, 2004, 17 pages. |
“Written Opinion”, Application No. PCT/US2017/032733, dated Jul. 26, 2017, 5 pages. |
“Written Opinion”, Application No. PCT/US2016/042013, dated Feb. 2, 2017, 6 pages. |
“Written Opinion”, Application No. PCT/US2016/026756, dated Nov. 10, 2016, 7 pages. |
“Written Opinion”, Application No. PCT/US2016/013968, dated Jul. 28, 2016, 9 pages. |
Arbabian, Amin et al., “A 94GHz mm-Wave to Baseband Pulsed-Radar for Imaging and Gesture Recognition”, 2012 IEEE, 2012 Symposium on VLSI Circuits Digest of Technical Papers, Jan. 1, 2012, 2 pages. |
Bondade, Rajdeep et al., “A linear-assisted DC-DC hybrid power converter for envelope tracking RF power amplifiers”, 2014 IEEE Energy Conversion Congress and Exposition (ECCE), IEEE, Sep. 14, 2014, pp. 5769-5773, XP032680873, DOI: 10.1109/ECCE.2014.6954193, Sep. 14, 2014, 5 pages. |
Cheng, Jingyuan “Smart Textiles: From Niche to Mainstream”, IEEE Pervasive Computing, Jul. 2013, pp. 81-84. |
Fan, Tenglong et al., “Wireless Hand Gesture Recognition Based on Continuous-Wave Doppler Radar Sensors”, IEEE Transactions on Microwave Theory and Techniques, Plenum, USA, vol. 64, No. 11, Nov. 1, 2016 (Nov. 1, 2016), pp. 4012-4012, XP011633246, ISSN: 0018-9480, DOI: 10.1109/TMTT.2016.2610427, Nov. 1, 2016, 9 pages. |
Farringdon, Jonny et al., “Wearable Sensor Badge & Sensor Jacket for Context Awareness”, Third International Symposium on Wearable Computers, Sep. 2000, 7 pages. |
Godana, Bruhtesfa E. “Human Movement Characterization in Indoor Environment using GNU Radio Based Radar”, Nov. 30, 2009, 100 pages. |
Holleis, Paul et al., “Evaluating Capacitive Touch Input on Clothes”, Proceedings of the 10th International Conference on Human Computer Interaction, Jan. 1, 2008, 10 pages. |
Ishijima, Masa “Unobtrusive Approaches to Monitoring Vital Signs at Home”, Medical & Biological Engineering and Computing, Springer, Berlin, DE, vol. 45, No. 11 as cited in search report for PCT/US2016/013968 on Jul. 28, 2016, Sep. 26, 2007, 3 pages. |
Lien, Jaime et al., “Soli: Ubiquitous Gesture Sensing with Millimeter Wave Radar”, ACM Transactions on Graphics (TOG), ACM, Us, vol. 35, No. 4, Jul. 11, 2016 (Jul. 11, 2016), pp. 1-19, XP058275791, ISSN: 0730-0301, DOI: 10.1145/2897824.2925953, Jul. 11, 2016, 19 pages. |
Martinez-Garcia, Hermino et al., “Four-quadrant linear-assisted DC/DC voltage regulator”, Analog Integrated Circuits and Signal Processing, Springer New York LLC, US, vol. 88, No. 1, Apr. 23, 2016 (Apr. 23, 2016)pp. 151-160, XP035898949, ISSN: 0925-1030, DOI: 10.1007/S10470-016-0747-8, Apr. 23, 2016, 10 pages. |
Patel, P C. et al., “Applications of Electrically Conductive Yarns in Technical Textiles”, International Conference on Power System Technology (POWECON), Oct. 30, 2012, 6 pages. |
Pu, Qifan et al., “Gesture Recognition Using Wireless Signals”, Oct. 2014, pp. 15-18. |
Pu, Qifan et al., “Whole-Home Gesture Recognition Using Wireless Signals”, Proceedings of the 19th annual international conference on Mobile computing & networking (MobiCom'13), US, ACM, Sep. 30, 2013, pp. 27-38, Sep. 30, 2013, 12 pages. |
Schneegass, Stefan et al., “Towards a Garment OS: Supporting Application Development for Smart Garments”, Wearable Computers, ACM, Sep. 13, 2014, 6 pages. |
Skolnik, Merrill I. “CW and Frequency-Modulated Radar”, In: “Introduction to Radar Systems”, Jan. 1, 1981 (Jan. 1, 1981), McGraw Hill, XP055047545, ISBN: 978-0-07-057909-5 pp. 68-100, p. 95-p. 97, Jan. 1, 1981, 18 pages. |
Stoppa, Matteo “Wearable Electronics and Smart Textiles: A Critical Review”, In Proceedings of Sensors, vol. 14, Issue 7, Jul. 7, 2014, pp. 11957-11992. |
Wang, Yazhou et al., “Micro-Doppler Signatures for Intelligent Human Gait Recognition Using a UWB Impulse Radar”, 2011 IEEE International Symposium on Antennas and Propagation (APSURSI), Jul. 3, 2011, pp. 2103-2106. |
Wijesiriwardana, R et al., “Capacitive Fibre-Meshed Transducer for Touch & Proximity Sensing Applications”, IEEE Sensors Journal, IEEE Service Center, Oct. 1, 2005, 5 pages. |
Zhadobov, Maxim et al., “Millimeter-wave Interactions with the Human Body: State of Knowledge and Recent Advances”, International Journal of Microwave and Wireless Technologies, Mar. 1, 2011, 11 pages. |
Zhang, Ruquan et al., “Study of the Structural Design and Capacitance Characteristics of Fabric Sensor”, Advanced Materials Research (vols. 194-196), Feb. 21, 2011, 8 pages. |
Zheng, Chuan et al., “Doppler Bio-Signal Detection Based Time-Domain Hand Gesture Recognition”, 2013 IEEE MTT-S International Microwave Workshop Series on RF and Wireless Technologies for Biomedical and Healthcare Applications (IMWS-BIO), IEEE, Dec. 9, 2013 (Dec. 9, 2013), p. 3, XP032574214, DOI: 10.1109/IMWS-BIO.2013.6756200, Dec. 9, 2013, 3 Pages. |
“Non-Final Office Action”, U.S. Appl. No. 16/822,601, filed Mar. 15, 2021, 17 pages. |
“Notice of Allowance”, U.S. Appl. No. 14/504,121, filed Jun. 1, 2021, 8 pages. |
“Patent Board Decision”, U.S. Appl. No. 14/504,121, May 20, 20201, 9 pages. |
“Foreign Office Action”, GB Application No. 1621191.4, dated Jun. 23, 2021, 4 pages. |
“Foreign Office Action”, GB Application No. 1621191.4, dated Sep. 10, 2021, 3 pages. |
“Notice of Allowance”, U.S. Appl. No. 16/822,601, filed Aug. 5, 2021, 9 pages. |
“Foreign Office Action”, EP Application No. 16789735.4, dated Oct. 5, 2021, 5 pages. |
“Notice of Allowance”, U.S. Appl. No. 17/148,374, filed Oct. 14, 2021, 8 pages. |
Number | Date | Country | |
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20180256106 A1 | Sep 2018 | US |
Number | Date | Country | |
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Parent | 14666155 | Mar 2015 | US |
Child | 15976518 | US |