1. Field of the Invention
The present invention relates generally to personal audio devices such as wireless telephones that include adaptive noise cancellation (ANC), and more specifically, to control of ANC in a personal audio device that uses injected noise to provide continued adaptation of a secondary path estimate when source audio is absent or low in amplitude.
2. Background of the Invention
Wireless telephones, such as mobile/cellular telephones, cordless telephones, and other consumer audio devices, such as mp3 players, are in widespread use. Performance of such devices with respect to intelligibility can be improved by providing noise canceling using a microphone to measure ambient acoustic events and then using signal processing to insert an anti-noise signal into the output of the device to cancel the ambient acoustic events.
Noise canceling operation can be improved by measuring the transducer output of a device at the transducer to determine the effectiveness of the noise canceling using an error microphone. The measured output of the transducer is ideally the source audio, e.g., downlink audio in a telephone and/or playback audio in either a dedicated audio player or a telephone, since the noise canceling signal(s) are ideally canceled by the ambient noise at the location of the transducer. To remove the source audio from the error microphone signal, the secondary path from the transducer through the error microphone can be estimated and used to filter the source audio to the correct phase and amplitude for subtraction from the error microphone signal. However, when source audio is absent, the secondary path estimate cannot typically be updated.
Therefore, it would be desirable to provide a personal audio device, including wireless telephones, that provides noise cancellation using a secondary path estimate to measure the output of the transducer and that can continuously adapt the secondary path estimate independent of whether source audio of sufficient amplitude is present.
The above stated objective of providing a personal audio device providing noise cancelling including a secondary path estimate that can be adapted continuously whether or not source audio of sufficient amplitude is present, is accomplished in a personal audio device, a method of operation, and an integrated circuit.
The personal audio device includes a housing, with a transducer mounted on the housing for reproducing an audio signal that includes both source audio for providing to a listener and an anti-noise signal for countering the effects of ambient audio sounds in an acoustic output of the transducer. A reference microphone is mounted on the housing to provide a reference microphone signal indicative of the ambient audio sounds. The personal audio device further includes an adaptive noise-canceling (ANC) processing circuit within the housing for adaptively generating an anti-noise signal from the reference microphone signal such that the anti-noise signal causes substantial cancellation of the ambient audio sounds. An error microphone is included for controlling the adaptation of the anti-noise signal to cancel the ambient audio sounds and for correcting for the electro-acoustical path from the output of the processing circuit through the transducer. The ANC processing circuit injects noise at a level sufficiently below the source audio level to be unnoticeable, either continuously, or at least when the source audio, e.g., downlink audio in telephones and/or playback audio in media players or telephones, is at such a low level that the secondary path estimating adaptive filter cannot properly continue adaptation.
The foregoing and other objectives, features, and advantages of the invention will be apparent from the following, more particular, description of the preferred embodiment of the invention, as illustrated in the accompanying drawings.
The present invention encompasses noise canceling techniques and circuits that can be implemented in a personal audio device, such as a wireless telephone. The personal audio device includes an adaptive noise canceling (ANC) circuit that measures the ambient acoustic environment and generates a signal that is injected into the speaker (or other transducer) output to cancel ambient acoustic events. A reference microphone is provided to measure the ambient acoustic environment, and an error microphone is included to measure the ambient audio and transducer output at the transducer, thus giving an indication of the effectiveness of the noise cancelation. A secondary path estimating adaptive filter is used to remove the playback audio from the error microphone signal, in order to generate an error signal. However, depending on the presence (and level) of the audio signal reproduced by the personal audio device, e.g., downlink audio during a telephone conversation or playback audio from a media file/connection, the secondary path adaptive filter may not be able to continue to adapt to estimate the secondary path. Therefore, the present invention uses injected noise to provide enough energy for the secondary path estimating adaptive filter to continue to adapt, while remaining at a level that is unnoticeable to the listener.
Referring now to
Wireless telephone 10 includes adaptive noise canceling (ANC) circuits and features that inject an anti-noise signal into speaker SPKR to improve intelligibility of the distant speech and other audio reproduced by speaker SPKR. A reference microphone R is provided for measuring the ambient acoustic environment and is positioned away from the typical position of a user's mouth, so that the near-end speech is minimized in the signal produced by reference microphone R. A third microphone, error microphone E, is provided in order to further improve the ANC operation by providing a measure of the ambient audio combined with the audio reproduced by speaker SPKR close to ear 5, when wireless telephone 10 is in close proximity to ear 5. Exemplary circuit 14 within wireless telephone 10 includes an audio CODEC integrated circuit 20 that receives the signals from reference microphone R, near speech microphone NS, and error microphone E and interfaces with other integrated circuits such as an RF integrated circuit 12 containing the wireless telephone transceiver. In other embodiments of the invention, the circuits and techniques disclosed herein may be incorporated in a single integrated circuit that contains control circuits and other functionality for implementing the entirety of the personal audio device, such as an MP3 player-on-a-chip integrated circuit.
In general, the ANC techniques of the present invention measure ambient acoustic events (as opposed to the output of speaker SPKR and/or the near-end speech) impinging on reference microphone R, and by also measuring the same ambient acoustic events impinging on error microphone E, the ANC processing circuits of illustrated wireless telephone 10 adapt an anti-noise signal generated from the output of reference microphone R to have a characteristic that minimizes the amplitude of the ambient acoustic events present at error microphone E. Since acoustic path P(z) extends from reference microphone R to error microphone E, the ANC circuits are essentially estimating acoustic path P(z) combined with removing effects of an electro-acoustic path S(z). Electro-acoustic path S(z) represents the response of the audio output circuits of CODEC IC 20 and the acoustic/electric transfer function of speaker SPKR including the coupling between speaker SPKR and error microphone E in the particular acoustic environment. S(z) is affected by the proximity and structure of ear 5 and other physical objects and human head structures that may be in proximity to wireless telephone 10, when wireless telephone is not firmly pressed to ear 5. While the illustrated wireless telephone 10 includes a two microphone ANC system with a third near speech microphone NS, some aspects of the present invention may be practiced in a system in accordance with other embodiments of the invention that do not include separate error and reference microphones, or yet other embodiments of the invention in which a wireless telephone uses near speech microphone NS to perform the function of the reference microphone R. Also, in personal audio devices designed only for audio playback, near speech microphone NS will generally not be included, and the near-speech signal paths in the circuits described in further detail below can be omitted, without changing the scope of the invention.
Referring now to
Referring now to
To implement the above, adaptive filter 34A has coefficients controlled by SE coefficient control block 33, which processes the source audio (ds+ia) and error microphone signal err after removal, by a combiner 36, of the above-described filtered downlink audio signal ds and internal audio ia, that has been filtered by adaptive filter 34A to represent the expected source audio delivered to error microphone E. Adaptive filter 34A is thereby adapted to generate a signal from downlink audio signal ds and internal audio ia, that when subtracted from error microphone signal err, contains the content of error microphone signal err that is not due to source audio (ds+ia). However, if downlink audio signal ds and internal audio ia are both absent, or have very low amplitude, SE coefficient control block 33 will not have sufficient input to estimate acoustic path S(z). Therefore, in ANC circuit 30, a source audio detector 35, which detects whether sufficient source audio (ds+ia) is present, and updates the secondary path estimate if sufficient source audio (ds+ia) is present. Source audio detector 35 may be replaced by a speech presence signal if such is available from a digital source of the downlink audio signal ds, or a playback active signal provided from media playback control circuits. A selector 38 selects the output of a noise generator 37 if source audio (ds+ia) is absent or low in amplitude, which provides output ds+ia/noise to combiner 26 of
When source audio (ds+ia) is absent, speaker SPKR of
gain(i)=gain(i−1)+(mag(err)/atten−mag(seout))
where i is the step interval, atten is the desired ratio of the amplitude of the error signal to the noise (desired attenuation, e.g., 20 dB), ampl(err) is the magnitude of the error signal and mag(seout) is the magnitude of the output of the secondary path adaptive filter 34A.
Referring now to
In the system depicted in
As in ANC circuit 30 of
In accordance with an embodiment of the invention, the output of combiner 46D is also combined with the output of adaptive filter stages 44A-44B that have been processed by a control chain that includes a corresponding hard mute block 45A, 45B for each of the filter stages, a combiner 46A that combines the outputs of hard mute blocks 45A, 45B, a soft mute 47 and then a soft limiter 48 to produce the anti-noise signal that is subtracted by a combiner 46B with the source audio output of combiner 46D. The output of combiner 46B is interpolated up by a factor of two by an interpolator 49 and then reproduced by a sigma-delta DAC 50 operated at the 64x oversampling rate. The output of DAC 50 is provided to amplifier A1, which generates the signal delivered to speaker SPKR.
Each or some of the elements in the system of
While the invention has been particularly shown and described with reference to the preferred embodiments thereof, it will be understood by those skilled in the art that the foregoing and other changes in form, and details may be made therein without departing from the spirit and scope of the invention.
This U.S. Patent Application Claims priority under 35 U.S.C. 119(e) to U.S. Provisional Patent Application Ser. No. 61/493,162 filed on Jun. 3, 2011.
Number | Name | Date | Kind |
---|---|---|---|
5251263 | Andrea et al. | Oct 1993 | A |
5278913 | Delfosse et al. | Jan 1994 | A |
5321759 | Yuan | Jun 1994 | A |
5337365 | Hamabe et al. | Aug 1994 | A |
5359662 | Yuan et al. | Oct 1994 | A |
5410605 | Sawada et al. | Apr 1995 | A |
5425105 | Lo et al. | Jun 1995 | A |
5445517 | Kondou et al. | Aug 1995 | A |
5465413 | Enge et al. | Nov 1995 | A |
5548681 | Gleaves et al. | Aug 1996 | A |
5586190 | Trantow et al. | Dec 1996 | A |
5640450 | Watanabe | Jun 1997 | A |
5699437 | Finn | Dec 1997 | A |
5706344 | Finn | Jan 1998 | A |
5740256 | Castello Da Costa et al. | Apr 1998 | A |
5768124 | Stothers et al. | Jun 1998 | A |
5815582 | Claybaugh et al. | Sep 1998 | A |
5832095 | Daniels | Nov 1998 | A |
5946391 | Dragwidge et al. | Aug 1999 | A |
5991418 | Kuo | Nov 1999 | A |
6041126 | Terai et al. | Mar 2000 | A |
6118878 | Jones | Sep 2000 | A |
6219427 | Kates et al. | Apr 2001 | B1 |
6278786 | McIntosh | Aug 2001 | B1 |
6282176 | Hemkumar | Aug 2001 | B1 |
6418228 | Terai et al. | Jul 2002 | B1 |
6434246 | Kates et al. | Aug 2002 | B1 |
6434247 | Kates et al. | Aug 2002 | B1 |
6522746 | Marchok et al. | Feb 2003 | B1 |
6683960 | Fujii et al. | Jan 2004 | B1 |
6766292 | Chandran | Jul 2004 | B1 |
6768795 | Feltstrom et al. | Jul 2004 | B2 |
6850617 | Weigand | Feb 2005 | B1 |
6940982 | Watkins | Sep 2005 | B1 |
7058463 | Ruha et al. | Jun 2006 | B1 |
7103188 | Jones | Sep 2006 | B1 |
7181030 | Rasmussen et al. | Feb 2007 | B2 |
7330739 | Somayajula | Feb 2008 | B2 |
7365669 | Melanson | Apr 2008 | B1 |
7680456 | Muhammad et al. | Mar 2010 | B2 |
7742790 | Konchitsky et al. | Jun 2010 | B2 |
7817808 | Konchitsky et al. | Oct 2010 | B2 |
8019050 | Mactavish et al. | Sep 2011 | B2 |
8249262 | Chua et al. | Aug 2012 | B2 |
8290537 | Lee et al. | Oct 2012 | B2 |
8325934 | Kuo | Dec 2012 | B2 |
8379884 | Horibe et al. | Feb 2013 | B2 |
8401200 | Tiscareno et al. | Mar 2013 | B2 |
8442251 | Jensen et al. | May 2013 | B2 |
8804974 | Melanson | Aug 2014 | B1 |
8908877 | Abdollahzadeh Milani et al. | Dec 2014 | B2 |
20010053228 | Jones | Dec 2001 | A1 |
20020003887 | Zhang et al. | Jan 2002 | A1 |
20030063759 | Brennan et al. | Apr 2003 | A1 |
20030072439 | Gupta | Apr 2003 | A1 |
20030185403 | Sibbald | Oct 2003 | A1 |
20040047464 | Yu et al. | Mar 2004 | A1 |
20040120535 | Woods | Jun 2004 | A1 |
20040165736 | Hetherington et al. | Aug 2004 | A1 |
20040167777 | Hetherington et al. | Aug 2004 | A1 |
20040202333 | Csermak et al. | Oct 2004 | A1 |
20040240677 | Onishi et al. | Dec 2004 | A1 |
20040242160 | Ichikawa et al. | Dec 2004 | A1 |
20040264706 | Ray et al. | Dec 2004 | A1 |
20050004796 | Trump et al. | Jan 2005 | A1 |
20050018862 | Fisher | Jan 2005 | A1 |
20050117754 | Sakawaki | Jun 2005 | A1 |
20050207585 | Christoph | Sep 2005 | A1 |
20050240401 | Ebenezer | Oct 2005 | A1 |
20060035593 | Leeds | Feb 2006 | A1 |
20060055910 | Lee | Mar 2006 | A1 |
20060069556 | Nadjar et al. | Mar 2006 | A1 |
20060153400 | Fujita et al. | Jul 2006 | A1 |
20070030989 | Kates | Feb 2007 | A1 |
20070033029 | Sakawaki | Feb 2007 | A1 |
20070038441 | Inoue et al. | Feb 2007 | A1 |
20070047742 | Taenzer et al. | Mar 2007 | A1 |
20070053524 | Haulick et al. | Mar 2007 | A1 |
20070076896 | Hosaka et al. | Apr 2007 | A1 |
20070154031 | Avendano et al. | Jul 2007 | A1 |
20070258597 | Rasmussen et al. | Nov 2007 | A1 |
20070297620 | Choy | Dec 2007 | A1 |
20080019548 | Avendano | Jan 2008 | A1 |
20080101589 | Horowitz et al. | May 2008 | A1 |
20080107281 | Togami et al. | May 2008 | A1 |
20080144853 | Sommerfeldt et al. | Jun 2008 | A1 |
20080177532 | Greiss et al. | Jul 2008 | A1 |
20080181422 | Christoph | Jul 2008 | A1 |
20080226098 | Haulick et al. | Sep 2008 | A1 |
20080240413 | Mohammad et al. | Oct 2008 | A1 |
20080240455 | Inoue et al. | Oct 2008 | A1 |
20080240457 | Inoue et al. | Oct 2008 | A1 |
20090012783 | Klein | Jan 2009 | A1 |
20090034748 | Sibbald | Feb 2009 | A1 |
20090041260 | Jorgensen et al. | Feb 2009 | A1 |
20090046867 | Clemow | Feb 2009 | A1 |
20090060222 | Jeong et al. | Mar 2009 | A1 |
20090080670 | Solbeck et al. | Mar 2009 | A1 |
20090086990 | Christoph | Apr 2009 | A1 |
20090175466 | Elko et al. | Jul 2009 | A1 |
20090196429 | Ramakrishnan et al. | Aug 2009 | A1 |
20090220107 | Every et al. | Sep 2009 | A1 |
20090238369 | Ramakrishnan et al. | Sep 2009 | A1 |
20090245529 | Asada et al. | Oct 2009 | A1 |
20090254340 | Sun et al. | Oct 2009 | A1 |
20090290718 | Kahn et al. | Nov 2009 | A1 |
20090296965 | Kojima | Dec 2009 | A1 |
20090304200 | Kim et al. | Dec 2009 | A1 |
20090311979 | Husted et al. | Dec 2009 | A1 |
20100014683 | Maeda et al. | Jan 2010 | A1 |
20100014685 | Wurm | Jan 2010 | A1 |
20100061564 | Clemow et al. | Mar 2010 | A1 |
20100069114 | Lee et al. | Mar 2010 | A1 |
20100082339 | Konchitsky et al. | Apr 2010 | A1 |
20100098263 | Pan et al. | Apr 2010 | A1 |
20100098265 | Pan et al. | Apr 2010 | A1 |
20100124336 | Shridhar et al. | May 2010 | A1 |
20100124337 | Wertz et al. | May 2010 | A1 |
20100131269 | Park et al. | May 2010 | A1 |
20100142715 | Goldstein et al. | Jun 2010 | A1 |
20100150367 | Mizuno | Jun 2010 | A1 |
20100158330 | Guissin et al. | Jun 2010 | A1 |
20100166203 | Peissig et al. | Jul 2010 | A1 |
20100195838 | Bright | Aug 2010 | A1 |
20100195844 | Christoph et al. | Aug 2010 | A1 |
20100207317 | Iwami et al. | Aug 2010 | A1 |
20100246855 | Chen | Sep 2010 | A1 |
20100266137 | Sibbald et al. | Oct 2010 | A1 |
20100272276 | Carreras et al. | Oct 2010 | A1 |
20100272283 | Carreras et al. | Oct 2010 | A1 |
20100274564 | Bakalos et al. | Oct 2010 | A1 |
20100284546 | DeBrunner et al. | Nov 2010 | A1 |
20100291891 | Ridgers et al. | Nov 2010 | A1 |
20100296666 | Lin | Nov 2010 | A1 |
20100296668 | Lee et al. | Nov 2010 | A1 |
20100310086 | Magrath et al. | Dec 2010 | A1 |
20100322430 | Isberg | Dec 2010 | A1 |
20110007907 | Park et al. | Jan 2011 | A1 |
20110106533 | Yu | May 2011 | A1 |
20110129098 | Delano et al. | Jun 2011 | A1 |
20110130176 | Magrath et al. | Jun 2011 | A1 |
20110142247 | Fellers et al. | Jun 2011 | A1 |
20110144984 | Konchitsky | Jun 2011 | A1 |
20110158419 | Theverapperuma et al. | Jun 2011 | A1 |
20110206214 | Christoph et al. | Aug 2011 | A1 |
20110222698 | Asao et al. | Sep 2011 | A1 |
20110249826 | Van Leest | Oct 2011 | A1 |
20110288860 | Schevciw et al. | Nov 2011 | A1 |
20110293103 | Park et al. | Dec 2011 | A1 |
20110299695 | Nicholson | Dec 2011 | A1 |
20110305347 | Wurm | Dec 2011 | A1 |
20110317848 | Ivanov et al. | Dec 2011 | A1 |
20120135787 | Kusunoki et al. | May 2012 | A1 |
20120140917 | Nicholson et al. | Jun 2012 | A1 |
20120140942 | Loeda | Jun 2012 | A1 |
20120140943 | Hendrix et al. | Jun 2012 | A1 |
20120148062 | Scarlett et al. | Jun 2012 | A1 |
20120155666 | Nair | Jun 2012 | A1 |
20120170766 | Alves et al. | Jul 2012 | A1 |
20120207317 | Abdollahzadeh Milani et al. | Aug 2012 | A1 |
20120215519 | Park et al. | Aug 2012 | A1 |
20120250873 | Bakalos et al. | Oct 2012 | A1 |
20120259626 | Li et al. | Oct 2012 | A1 |
20120263317 | Shin et al. | Oct 2012 | A1 |
20120300958 | Klemmensen | Nov 2012 | A1 |
20120300960 | Mackay et al. | Nov 2012 | A1 |
20120308021 | Kwatra et al. | Dec 2012 | A1 |
20120308024 | Alderson et al. | Dec 2012 | A1 |
20120308025 | Hendrix et al. | Dec 2012 | A1 |
20120308026 | Kamath et al. | Dec 2012 | A1 |
20120308028 | Kwatra et al. | Dec 2012 | A1 |
20120310640 | Kwatra et al. | Dec 2012 | A1 |
20130010982 | Elko et al. | Jan 2013 | A1 |
20130083939 | Fellers et al. | Apr 2013 | A1 |
20130243198 | Van Rumpt | Sep 2013 | A1 |
20130243225 | Yokota | Sep 2013 | A1 |
20130272539 | Kim et al. | Oct 2013 | A1 |
20130287218 | Alderson et al. | Oct 2013 | A1 |
20130287219 | Hendrix et al. | Oct 2013 | A1 |
20130301842 | Hendrix et al. | Nov 2013 | A1 |
20130301846 | Alderson et al. | Nov 2013 | A1 |
20130301847 | Alderson et al. | Nov 2013 | A1 |
20130301848 | Zhou et al. | Nov 2013 | A1 |
20130301849 | Alderson et al. | Nov 2013 | A1 |
20130343556 | Bright | Dec 2013 | A1 |
20130343571 | Rayala et al. | Dec 2013 | A1 |
20140044275 | Goldstein et al. | Feb 2014 | A1 |
20140050332 | Nielsen et al. | Feb 2014 | A1 |
20140072134 | Po et al. | Mar 2014 | A1 |
20140086425 | Jensen et al. | Mar 2014 | A1 |
20140177851 | Kitazawa et al. | Jun 2014 | A1 |
20140211953 | Alderson et al. | Jul 2014 | A1 |
20140270222 | Hendrix et al. | Sep 2014 | A1 |
20140270223 | Li et al. | Sep 2014 | A1 |
20140270224 | Zhou et al. | Sep 2014 | A1 |
20150092953 | Abdollahzadeh Milani et al. | Apr 2015 | A1 |
Number | Date | Country |
---|---|---|
102011013343 | Sep 2012 | DE |
1880699 | Jan 2008 | EP |
1947642 | Jul 2008 | EP |
2133866 | Dec 2009 | EP |
2216774 | Aug 2010 | EP |
2237573 | Oct 2010 | EP |
2395500 | Dec 2011 | EP |
2395501 | Dec 2011 | EP |
2401744 | Nov 2004 | GB |
2455821 | Jun 2009 | GB |
2455824 | Jun 2009 | GB |
2455828 | Jun 2009 | GB |
2484722 | Apr 2012 | GB |
H06-186985 | Jul 1994 | JP |
WO 9911045 | Mar 1999 | WO |
WO 03015074 | Feb 2003 | WO |
WO 03015275 | Feb 2003 | WO |
WO 2004009007 | Jan 2004 | WO |
WO 2004017303 | Feb 2004 | WO |
WO 2007007916 | Jan 2007 | WO |
WO 2007113487 | Nov 2007 | WO |
WO 2010117714 | Oct 2010 | WO |
WO 2012134874 | Oct 2012 | WO |
WO 2015038255 | Mar 2015 | WO |
Entry |
---|
U.S. Appl. No. 13/686,353, filed Nov. 27, 2012, Hendrix, et al. |
U.S. Appl. No. 13/795,160, filed Mar. 12, 2013, Hendrix, et al. |
U.S. Appl. No. 13/692,367, filed Dec. 3, 2012, Alderson, et al. |
U.S. Appl. No. 13/722,119, filed Dec. 20, 2012, Hendrix, et al. |
U.S. Appl. No. 13/727,718, filed Dec. 27, 2012, Alderson, et al. |
U.S. Appl. No. 13/784,018, filed Mar. 4, 2013, Alderson, et al. |
U.S. Appl. No. 13/787,906, filed Mar. 7, 2013, Alderson, et al. |
U.S. Appl. No. 13/729,141, filed Dec. 28, 2012, Zhou, et al. |
U.S. Appl. No. 13/794,931, filed Mar. 12, 2013, Lu, et al. |
U.S. Appl. No. 13/794,979, filed Mar. 12, 2013, Alderson, et al. |
Pfann, et al., “LMS Adaptive Filtering with Delta-Sigma Modulated Input Signals,” IEEE Signal Processing Letters, Apr. 1998, pp. 95-97, vol. 5, No. 4, IEEE Press, Piscataway, NJ. |
Toochinda, et al. “A Single-Input Two-Output Feedback Formulation for ANC Problems,” Proceedings of the 2001 American Control Conference, Jun. 2001, pp. 923-928, vol. 2, Arlington, VA. |
Kuo, et al., “Active Noise Control: A Tutorial Review,” Proceedings of the IEEE, Jun. 1999, pp. 943-973, vol. 87, No. 6, IEEE Press, Piscataway, NJ. |
Johns, et al., “Continuous-Time LMS Adaptive Recursive Filters,” IEEE Transactions on Circuits and Systems, Jul. 1991, pp. 769-778, vol. 38, No. 7, IEEE Press, Piscataway, NJ. |
Shoval, et al., “Comparison of DC Offset Effects in Four LMS Adaptive Algorithms,” IEEE Transactions on Circuits and Systems II: Analog and Digital Processing, Mar. 1995, pp. 176-185, vol. 42, Issue 3, IEEE Press, Piscataway, NJ. |
Mali, Dilip, “Comparison of DC Offset Effects on LMS Algorithm and its Derivatives,” International Journal of Recent Trends in Engineering, May 2009, pp. 323-328, vol. 1, No. 1, Academy Publisher. |
Kates, James M., “Principles of Digital Dynamic Range Compression,” Trends in Amplification, Spring 2005, pp. 45-76, vol. 9, No. 2, Sage Publications. |
Gao, et al., “Adaptive Linearization of a Loudspeaker,” IEEE International Conference on Acoustics, Speech, and Signal Processing, Apr. 14-17, 1991, pp. 3589-3592, Toronto, Ontario, CA. |
Silva, et al., “Convex Combination of Adaptive Filters With Different Tracking Capabilities,” IEEE International Conference on Acoustics, Speech, and Signal Processing, Apr. 15-20, 2007, pp. III 925-928, vol. 3, Honolulu, HI, USA. |
Akhtar, et al., “A Method for Online Secondary Path Modeling in Active Noise Control Systems,” IEEE International Symposium on Circuits and Systems, May 23-26, 2005, pp. 264-267, vol. 1, Kobe, Japan. |
Davari, et al., “A New Online Secondary Path Modeling Method for Feedforward Active Noise Control Systems,” IEEE International Conference on Industrial Technology, Apr. 21-24, 2008, pp. 1-6, Chengdu, China. |
Lan, et al., “An Active Noise Control System Using Online Secondary Path Modeling With Reduced Auxiliary Noise,” IEEE Signal Processing Letters, Jan. 2002, pp. 16-18, vol. 9, Issue 1, IEEE Press, Piscataway, NJ. |
Liu, et al., “Analysis of Online Secondary Path Modeling With Auxiliary Noise Scaled by Residual Noise Signal,” IEEE Transactions on Audio, Speech and Language Processing, Nov. 2010, pp. 1978-1993, vol. 18, Issue 8, IEEE Press, Piscataway, NJ. |
Campbell, Mikey, “Apple looking into self-adjusting earbud headphones with noise cancellation tech”, Apple Insider, Jul. 4, 2013, pp. 1-10 (10 pages in pdf), downloaded on May 14, 2014 from http://appleinsider.com/articles/13/07/04/apple-looking-into-self-adjusting-earbud-headphones-with-noise-cancellation-tech. |
Jin, et al. “A simultaneous equation method-based online secondary path modeling algorithm for active noise control”, Journal of Sound and Vibration, Apr. 25, 2007, pp. 455-474, vol. 303, No. 3-5, London, GB. |
Erkelens, et al., “Tracking of Nonstationary Noise Based on Data-Driven Recursive Noise Power Estimation”, IEEE Transactions on Audio Speech and Language Processing, Aug. 2008, pp. 1112-1123, vol. 16, No. 6, Piscataway, NJ, US. |
Rao, et al., “A Novel Two State Single Channel Speech Enhancement Technique”, India Conference (INDICON) 2011 Annual IEEE, IEEE, Dec. 2011, 6 pages (pp. 1-6 in pdf), Piscataway, NJ, US. |
Rangachari, et al., “A noise-estimation algorithm for highly non-stationary environments”, Speech Communication, Feb. 2006, pp. 220-231, vol. 48, No. 2. Elsevier Science Publishers. |
Parkins, et al., “Narrowband and broadband active control in an enclosure using the acoustic energy density”, J. Acoust. Soc. Am. Jul. 2000, pp. 192-203, vol. 108, issue 1, US. |
Feng, et al.., “A broadband self-tuning active noise equaliser”, Signal Processing, Oct. 1, 1997, pp. 251-256, vol. 62, No. 2, Elsevier Science Publishers B.V. Amsterdam, NL. |
Zhang, et al., “A Robust Online Secondary Path Modeling Method with Auxiliary Noise Power Scheduling Strategy and Norm Constraint Manipulation”, IEEE Transactions on Speech and Audio Processing, IEEE Service Center, Jan. 1, 2003, pp. 45-53, vol. 11, No. 1, NY. |
Lopez-Gaudana, et al., “A hybrid active noise cancelling with secondary path modeling”, 51st Midwest Symposium on Circuits and Systems, MWSCAS 2008, Aug. 10-13, 2008, pp. 277-280, IEEE, Knoxville, TN. |
International Search Report and Written Opinion in PCT/US2012/039336, mailed on Apr. 12, 2013, 14 pages (pp. 1-14 in pdf). |
Written Opinion of the International Preliminary Examining Authority in PCT/US2012/039336, mailed on Sep. 24, 2013, 5 pages (pp. 1-5 in pdf). |
International Preliminary Report on Patentability in PCT/US2012/039336, mailed on Jan. 10, 2014, 24 pages (pp. 1-24 in pdf). |
U.S. Appl. No. 14/029,159, filed Sep. 17, 2013, Li, et al. |
U.S. Appl. No. 14/062,951, filed Oct. 25, 2013, Zhou, et al. |
U.S. Appl. No. 13/968,007, filed Aug. 15, 2013, Hendrix, et al. |
Black, John W., “An Application of Side-Tone in Subjective Tests of Microphones and Headsets”, Project Report No. NM 001 064.01.20, Research Report of the U.S. Naval School of Aviation Medicine, Feb. 1, 1954, 12 pages (pp. 1-12 in pdf), Pensacola, FL, US. |
Peters, Robert W., “The Effect of High-Pass and Low-Pass Filtering of Side-Tone Upon Speaker Intelligibility”, Project Report No. NM 001 064.01.25, Research Report of the U.S. Naval School of Aviation Medicine, Aug. 16, 1954, 13 pages (pp. 1-13 in pdf), Pensacola, FL, US. |
U.S. Appl. No. 14/197,814, filed Mar. 5, 2014, Kaller, et al. |
U.S. Appl. No. 14/210,537, filed Mar. 14, 2014, Abdollahzadeh Milani, et al. |
U.S. Appl. No. 14/210,589, filed Mar. 14, 2014, Abdollahzadeh Milani, et al. |
Lane, et al., “Voice Level: Autophonic Scale, Perceived Loudness, and the Effects of Sidetone”, The Journal of the Acoustical Society of America, Feb. 1961, pp. 160-167, vol. 33, No. 2., Cambridge, MA, US. |
Liu, et al., “Compensatory Responses to Loudness-shifted Voice Feedback During Production of Mandarin Speech”, Journal of the Acoustical Society of America, Oct. 2007, pp. 2405-2412, vol. 122, No. 4. |
Paepcke, et al., “Yelling in the Hall: Using Sidetone to Address a Problem with Mobile Remote Presence Systems”, Symposium on User Interface Software and Technology, Oct. 16-19, 2011, 10 pages (pp. 1-10 in pdf), Santa Barbara, CA, US. |
Therrien, et al., “Sensory Attenuation of Self-Produced Feedback: The Lombard Effect Revisited”, PLOS ONE, Nov. 2012, pp. 1-7, vol. 7, Issue 11, e49370, Ontario, Canada. |
U.S. Appl. No. 14/228,322, filed Mar. 28, 2014, Alderson, et al. |
U.S. Appl. No. 13/762,504, filed Feb. 8, 2013, Abdollahzadeh Milani, et al. |
U.S. Appl. No. 13/721,832, filed Dec. 20, 2012, Lu, et al. |
U.S. Appl. No. 13/724,656, filed Dec. 21, 2012, Lu, et al. |
U.S. Appl. No. 14/252,235, filed Apr. 14, 2014, Lu, et al. |
U.S. Appl. No. 13/968,013, filed Aug. 15, 2013, Abdollahzadeh Milani, et al. |
U.S. Appl. No. 13/924,935, filed Jun. 24, 2013, Hellman. |
U.S. Appl. No. 13/896,526, filed May 17, 2013, Naderi. |
U.S. Appl. No. 14/101,955, filed Dec. 10, 2013, Alderson. |
U.S. Appl. No. 14/101,777, filed Dec. 10, 2013, Alderson et al. |
Abdollahzadeh Milani, et al., “On Maximum Achievable Noise Reduction in ANC Systems”,2010 IEEE International Conference on Acoustics Speech and Signal Processing, Mar. 14-19, 2010, pp. 349-352, Dallas, TX, US. |
Cohen, Israel, “Noise Spectrum Estimation in Adverse Environments: Improved Minima Controlled Recursive Averaging”, IEEE Transactions on Speech and Audio Processing, Sep. 2003, pp. 1-11, vol. 11, Issue 5, Piscataway, NJ, US. |
Ryan, et al., “Optimum Near-Field Performance of Microphone Arrays Subject to a Far-Field Beampattern Constraint”, J. Acoust. Soc. Am., Nov. 2000, pp. 2248-2255, 108 (5), Pt. 1, Ottawa, Ontario, Canada. |
Cohen, et al., “Noise Estimation by Minima Controlled Recursive Averaging for Robust Speech Enhancement”, IEEE Signal Processing Letters, Jan. 2002, pp. 12-15, vol. 9, No. 1, Piscataway, NJ, US. |
Martin, Rainer, “Noise Power Spectral Density Estimation Based on Optimal Smoothing and Minimum Statistics”, IEEE Transactions on Speech and Audio Processing, Jul. 2001, pp. 504-512, vol. 9, No. 5, Piscataway, NJ, US. |
Martin, Rainer, “Spectral Subtraction Based on Minimum Statistics”, Signal Processing VII Theories and Applications, Proceedings of EUSIPCO-94, 7th European Signal Processing Conference, Sep. 13-16, 1994, pp. 1182-1185, vol. III, Edinburgh, Scotland, U.K. |
Booij, et al., “Virtual sensors for local, three dimensional, broadband multiple-channel active noise control and the effects on the quiet zones”, Proceedings of the International Conference on Noise and Vibration Engineering, ISMA 2010, Sep. 20-22, 2010, pp. 151-166, Leuven. |
Kuo, et al., “Residual noise shaping technique for active noise control systems”, J. Acoust. Soc. Am. 95 (3), Mar. 1994, pp. 1665-1668. |
Lopez-Caudana, Edgar Omar, “Active Noise Cancellation: The Unwanted Signal and The Hybrid Solution”, Adaptive Filtering Applications, Dr. Lino Garcia (Ed.), Jul. 2011, pp. 49-84, ISBN: 978-953-307-306-4, InTech. |
Senderowicz, et al., “Low-Voltage Double-Sampled Delta-Sigma Converters”, IEEE Journal on Solid-State Circuits, Dec. 1997, pp. 1907-1919, vol. 32, No. 12, Piscataway, NJ. |
Hurst, et al., “An improved double sampling scheme for switched-capacitor delta-sigma modulators”, 1992 IEEE Int. Symp. on Circuits and Systems, May 10-13, 1992, vol. 3, pp. 1179-1182, San Diego, CA. |
U.S. Appl. No. 14/578,567, filed Dec. 22, 2014, Kwatra, et al. |
Widrow, B., et al., Adaptive Noise Cancelling; Principles and Applications, Proceedings of the IEEE, Dec. 1975, pp. 1692-1716, vol. 63, No. 13, IEEE, New York, NY, US. |
Morgan, et al., A Delayless Subband Adaptive Filter Architecture, IEEE Transactions on Signal Processing, IEEE Service Center, Aug. 1995, pp. 1819-1829, vol. 43, No. 8, New York, NY, US. |
U.S. Appl. No. 14/656,124, filed Mar. 12, 2015, Hendrix, et al. |
U.S. Appl. No. 14/734,321, filed Jun. 9, 2015, Alderson, et al. |
Number | Date | Country | |
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20120308027 A1 | Dec 2012 | US |
Number | Date | Country | |
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61493162 | Jun 2011 | US |