1. Field of the Invention
The present invention relates generally to personal audio devices such as headphones that include adaptive noise cancellation (ANC), and, more specifically, to architectural features of an ANC system in which dynamic range of signal pathways is improved by filtering images.
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 adaptive noise canceling (ANC) using a reference microphone to measure ambient acoustic events and then using signal processing to insert an anti-noise signal having an adaptive characteristic into the output of the device to cancel the ambient acoustic events.
The dynamic range of digital audio signal processors, such as the ANC system described above, is set by the width of the signal pathways, which provides a trade-off in circuit complexity, power consumption, and area. Under certain ambient conditions, the dynamic range requirement of an ANC system may be much greater than under nominal conditions, but in order to avoid clipping distortion, the dynamic range of the signal pathways must be sufficient to support the range of signals encountered during operation.
Therefore, it would be desirable to provide a personal audio device, including a wireless telephone that provides noise cancellation that has dynamic range sufficient to avoid clipping distortion, while maintaining low power operation and without requiring significantly larger circuit area.
The above-stated objectives of providing a personal audio device having adaptive noise cancellation (ANC) without clipping distortion while maintaining low power operation and without requiring significantly larger circuit area, is accomplished in a personal audio system, a method of operation, and an integrated circuit.
The personal audio device includes an output transducer for reproducing an audio signal that includes both source audio for playback to a listener, and an anti-noise signal for countering the effects of ambient audio sounds in an acoustic output of the transducer. The personal audio device also includes the integrated circuit to provide adaptive noise-canceling (ANC) functionality. The method is a method of operation of the personal audio system and integrated circuit. One or more microphones are mounted on the device housing to provide a signal indicative of the ambient audio sounds and optionally the output of the transducer. The personal audio system further includes an ANC processing circuit for adaptively generating an anti-noise signal from the one or more microphone signals, such that the anti-noise signal causes substantial cancellation of the ambient audio sounds. One or more adaptive filters are used to generate the anti-noise signal from the one or more microphone signals, which are quantized by a delta-sigma analog-to-digital converter (ADC), a separate delta-sigma noise shaper, or both. The ANC processing circuit further implements a low-pass filter that removes quantization noise images at the output of the adaptive filter to reduce the dynamic required at the output of the adaptive filter.
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 system, such as a wireless telephone and connected earbuds. The personal audio system includes an adaptive noise canceling (ANC) circuit that measures the ambient acoustic environment at the earbuds or other output transducer and generates a signal that is injected in the speaker (or other transducer) output to cancel ambient acoustic events. One or more microphones are provided to measure the ambient acoustic environment, which is used to generate an anti-noise signal provided to the speaker to cancel the ambient audio sounds. One or more adaptive filters are used to generate the anti-noise signal from the one or more microphone signals, which are quantized by a delta-sigma analog-to-digital converter (ADC), a separate delta-sigma noise shaper, or both. The ANC processing circuit further implements a low-pass filter that removes quantization noise images at the output of the adaptive filter to reduce the dynamic required at the output of the adaptive filter. Since ANC performance is strongly affected by the latency of the anti-noise signal path, inserting filters in series with the adaptive filter will reduce performance due to increased latency. Therefore, there is a tradeoff between the dynamic range required to represent the output of the adaptive filter without clipping, and the latency of an ANC system that includes filtering of the adaptive filter output. The corner frequency of the low-pass filter is chosen to provide the best compromise between the dynamic range margin available for the anti-noise signal, and/or other internal signal paths that have quantization noise images, and the latency of the ANC system.
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. An 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. Alternatively, the ANC circuits may be included within a housing of earbud EB or in a module located along a wired connection between wireless telephone 10 and earbud EB. For the purposes of illustration, the ANC circuits will be described as provided within wireless telephone 10, but the above variations are understandable by a person of ordinary skill in the art and the consequent signals that are required between earbud EB, wireless telephone 10 and a third module, if required, can be easily determined for those variations. A near speech microphone NS is provided at a housing of wireless telephone 10 to capture near-end speech, which is transmitted from wireless telephone 10 to the other conversation participant(s). Alternatively, near speech microphone NS may be provided on the outer surface of a housing of earbud EB, or on a boom (microphone extension) affixed to earbud EB.
In general, the ANC techniques illustrated herein measure ambient acoustic events (as opposed to the output of speaker SPKR and/or the near-end speech) impinging on reference microphone R, and also measure 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 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) that represents the response of the audio output circuits of CODEC IC 20 and the acoustic/electric transfer function of speaker SPKR. The estimated response includes the coupling between speaker SPKR and error microphone E in the particular acoustic environment which is affected by the proximity and structure of ear 5 and other physical objects and human head structures that may be in proximity to earbud EB. Leakage, i.e., acoustic coupling, between speaker SPKR and reference microphone R can cause error in the anti-noise signal generated by the ANC circuits within CODEC IC 20. In particular, desired downlink speech and other internal audio intended for reproduction by speaker SPKR can be partially canceled due to the leakage path L(z) between speaker SPKR and reference microphone R. Since audio measured by reference microphone R is considered to be ambient audio that generally should be canceled, leakage path L(z) represents the portion of the downlink speech and other internal audio that is present in the reference microphone signal and causes the above-described erroneous operation. Therefore, the ANC circuits within CODEC IC 20 include leakage-path modeling circuits that compensate for the presence of leakage path L(z). While the illustrated wireless telephone 10 includes a two microphone ANC system with a third near speech microphone NS, a system may be constructed that does not include separate error and reference microphones. Alternatively, when near speech microphone NS is located proximate to speaker SPKR and error microphone E, near speech microphone NS may be used 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.
Referring now to
Referring now to
The output of adaptive filter 32 is processed by a digital low-pass filter 33A that removes signal energy that exists above the operational band of adaptive filter 32, i.e., above the audio frequency range to which W coefficient control block 31A adapts the response of adaptive filter 32. Since response W(z) may have a high gain at some frequencies, at higher audio frequencies when response S(z) has low amplitude as when wireless telephone 10 is off-ear, the amplitude of anti-noise signal anti-noise is increased. Anti-noise signal anti-noise contains not only audio components, but the quantization noise introduced by delta-sigma shaper 35A as multiplied by images of response W(z) repeated at frequency intervals corresponding to the sample rate of adaptive filter 32 divided by the oversampling ratio of the signal at the input to the adaptive filter 32. Thus, an increase in the gain of adaptive filter 32 not only increases the amplitude of in-band components of anti-noise signal anti-noise, but out-of-band quantization noise, as well. Referring to
Referring again to
To implement the above, secondary path adaptive filter 34A has coefficients controlled by a SE coefficient control block 31B, which processes the source audio (ds+ia) and error microphone signal err after removal, by a combiner 36C, 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 an error signal e 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). Similarly, a LE coefficient control block 31C also is adapted to minimize the components of source audio (ds+ia) present in leakage-corrected reference microphone signal ref′, by adapting to generate an output that represents the source audio (ds+ia) present in reference microphone signal ref.
As with adaptive filter 32, both secondary path adaptive filter 34A and leakage path adaptive filter 38 have images that can increase the amplitude of quantization noise introduced by a delta-sigma shaper 35B. Therefore, another low-pass filter 33B is introduced between leakage path adaptive filter 38 and combiner 36A and a low-pass filter 33C is introduced between secondary path adaptive filter 34A and a combiner 36C. Each of low-pass filters 33B and 33C will generally have the same type of amplitude response as low-pass filter 33A, e.g., a first-order low-pass response with a corner frequency above the audio band of interest of the ANC system. Alternatively, higher-order filters could be used. Low pass filters 33A, 33B and 33C are in series with, and thus can be merged with, adaptive filter 32, secondary path adaptive filter 34A, and leakage path adaptive filter 32, respectively. W coefficient control block 31A, SE coefficient control block 31B and LE coefficient control block 31C are prevented from causing the responses of adaptive filter 32, secondary path adaptive filter 34A, and leakage path adaptive filter 32, respectively, to adapt to cancel the responses of low pass filters 33A, 33B and 33C, respectively, since W coefficient control block 31A, SE coefficient control block 31B and LE coefficient control block 31C are operating at the baseband sample rate and not the oversampled rate at which adaptive filter 32, secondary path adaptive filter 34A, and leakage path adaptive filter 32 operate. Further the respective feedback signals that control W coefficient control block 31A, SE coefficient control block 31B and LE coefficient control block 31C are filtered and decimated down to the baseband rate. If significant phase shift is present in the audio band of interest due to any of low-pass filters 33A-33C, corresponding phase-shifts may be introduced as needed to compensate. An exemplary response for low-pass filters 33A-33C might be a single pole roll-off with a corner frequency of 5 times the maximum frequency of the audio band of interest, e.g., 100 kHz for an ANC system with a potential maximum cancellation frequency of 20 kHz.
Referring now to
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.
Number | Name | Date | Kind |
---|---|---|---|
4020567 | Webster | May 1977 | A |
4926464 | Schley-May | May 1990 | A |
4998241 | Brox et al. | Mar 1991 | A |
5018202 | Takahashi | May 1991 | A |
5021753 | Chapman | Jun 1991 | A |
5044373 | Northeved et al. | Sep 1991 | A |
5117401 | Feintuch | May 1992 | A |
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 |
5377276 | Terai et al. | Dec 1994 | A |
5386477 | Popovich et al. | Jan 1995 | 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 |
5481615 | Eatwell et al. | Jan 1996 | A |
5548681 | Gleaves et al. | Aug 1996 | A |
5550925 | Hori et al. | Aug 1996 | A |
5559893 | Krokstad et al. | Sep 1996 | A |
5586190 | Trantow et al. | Dec 1996 | A |
5640450 | Watanabe | Jun 1997 | A |
5668747 | Ohashi | Sep 1997 | A |
5687075 | Stothers | Nov 1997 | A |
5696831 | Inanaga et al. | Dec 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 |
5852667 | Pan et al. | Dec 1998 | A |
5909498 | Smith | Jun 1999 | A |
5940519 | Kuo | Aug 1999 | 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 |
6181801 | Puthuff et al. | Jan 2001 | B1 |
6219427 | Kates et al. | Apr 2001 | B1 |
6278786 | McIntosh | Aug 2001 | B1 |
6282176 | Hemkumar | Aug 2001 | B1 |
6304179 | Lotito et al. | Oct 2001 | B1 |
6317501 | Matsuo | Nov 2001 | B1 |
6418228 | Terai et al. | Jul 2002 | B1 |
6434246 | Kates et al. | Aug 2002 | B1 |
6434247 | Kates et al. | Aug 2002 | B1 |
6445799 | Taenzer et al. | Sep 2002 | B1 |
6522746 | Marchok et al. | Feb 2003 | B1 |
6542436 | Myllyla | Apr 2003 | B1 |
6650701 | Hsiang et al. | Nov 2003 | B1 |
6683960 | Fujii et al. | Jan 2004 | B1 |
6738482 | Jaber | May 2004 | B1 |
6766292 | Chandran | Jul 2004 | B1 |
6768795 | Feltstrom et al. | Jul 2004 | B2 |
6792107 | Tucker et al. | Sep 2004 | B2 |
6850617 | Weigand | Feb 2005 | B1 |
6940982 | Watkins | Sep 2005 | B1 |
7016504 | Shennib | Mar 2006 | 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 |
7466838 | Mosely | Dec 2008 | B1 |
7680456 | Muhammad et al. | Mar 2010 | B2 |
7742746 | Xiang et al. | Jun 2010 | B2 |
7742790 | Konchitsky et al. | Jun 2010 | B2 |
7817808 | Konchitsky et al. | Oct 2010 | B2 |
7953231 | Ishida | May 2011 | B2 |
8019050 | Mactavish et al. | Sep 2011 | B2 |
8085966 | Amsel | Dec 2011 | B2 |
8165312 | Clemow | Apr 2012 | B2 |
D666169 | Tucker et al. | Aug 2012 | S |
8249262 | Chua et al. | Aug 2012 | B2 |
8251903 | LeBoeuf et al. | Aug 2012 | B2 |
8290537 | Lee et al. | Oct 2012 | B2 |
8325934 | Kuo | Dec 2012 | B2 |
8331604 | Saito et al. | Dec 2012 | B2 |
8374358 | Buck et al. | Feb 2013 | B2 |
8379884 | Horibe et al. | Feb 2013 | B2 |
8401200 | Tiscareno et al. | Mar 2013 | B2 |
8442251 | Jensen et al. | May 2013 | B2 |
8559661 | Tanghe | Oct 2013 | B2 |
8600085 | Chen et al. | Dec 2013 | B2 |
8775172 | Konchitsky et al. | Jul 2014 | B2 |
8804974 | Melanson | Aug 2014 | B1 |
8831239 | Bakalos | Sep 2014 | B2 |
8842848 | Donaldson et al. | Sep 2014 | B2 |
8855330 | Taenzer | Oct 2014 | B2 |
8908877 | Abdollahzadeh Milani et al. | Dec 2014 | B2 |
8942976 | Li et al. | Jan 2015 | B2 |
8977545 | Zeng et al. | Mar 2015 | B2 |
9066176 | Hendrix et al. | Jun 2015 | B2 |
9071724 | Do et al. | Jun 2015 | B2 |
9082391 | Yermeche et al. | Jul 2015 | B2 |
9129586 | Bajic et al. | Sep 2015 | 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 |
20060018460 | McCree | Jan 2006 | 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 |
20060159282 | Borsch | Jul 2006 | A1 |
20060161428 | Fouret | Jul 2006 | A1 |
20060251266 | Saunders et al. | Nov 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 | Mohammed et al. | Oct 2008 | A1 |
20080240455 | Inoue et al. | Oct 2008 | A1 |
20080240457 | Inoue et al. | Oct 2008 | A1 |
20080269926 | Xiang 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 |
20090175461 | Nakamura et al. | Jul 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 |
20100002891 | Shiraishi et al. | Jan 2010 | 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 |
20100124335 | Wessling et al. | May 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 |
20100239126 | Grafenberg et al. | Sep 2010 | A1 |
20100246855 | Chen | Sep 2010 | A1 |
20100260345 | Shridhar et al. | Oct 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 |
20110026724 | Doclo | Feb 2011 | A1 |
20110099010 | Zhang | Apr 2011 | A1 |
20110106533 | Yu | May 2011 | A1 |
20110116654 | Chan et al. | 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 |
20120281850 | Hyatt | Nov 2012 | A1 |
20120300955 | Iseki et al. | Nov 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 |
20120308027 | Kwatra | 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 |
20130195282 | Ohita et al. | Aug 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 |
20130315403 | Samuelsson | Nov 2013 | A1 |
20130343556 | Bright | Dec 2013 | A1 |
20130343571 | Rayala et al. | Dec 2013 | A1 |
20140016803 | Puskarich | Jan 2014 | A1 |
20140036127 | Pong et al. | Feb 2014 | 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 |
20140146976 | Rundle | May 2014 | A1 |
20140169579 | Azmi | Jun 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 |
20140294182 | Axelsson et al. | Oct 2014 | A1 |
20140307887 | Alderson | Oct 2014 | A1 |
20140307888 | Alderson et al. | Oct 2014 | A1 |
20140307890 | Zhou et al. | Oct 2014 | A1 |
20140314244 | Yong | Oct 2014 | A1 |
20140314247 | Zhang | Oct 2014 | A1 |
20140369517 | Zhou et al. | Dec 2014 | A1 |
20150092953 | Abdollahzadeh Milani et al. | Apr 2015 | A1 |
20150161981 | Kwatra | Jun 2015 | A1 |
Number | Date | Country |
---|---|---|
102011013343 | Sep 2012 | DE |
0412902 | Feb 1991 | EP |
1691577 | Aug 2006 | EP |
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 |
2551845 | Jan 2013 | EP |
2401744 | Nov 2004 | GB |
2436657 | Oct 2007 | GB |
2455821 | Jun 2009 | GB |
2455824 | Jun 2009 | GB |
2455828 | Jun 2009 | GB |
2484722 | Apr 2012 | GB |
H06-186985 | Jul 1994 | JP |
07104769 | Apr 1995 | JP |
07240989 | Sep 1995 | JP |
07325588 | Dec 1995 | JP |
H11305783 | Nov 1999 | JP |
2008015046 | Jan 2008 | JP |
WO 9113429 | Sep 1991 | WO |
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 2006128768 | Dec 2006 | WO |
WO 2007007916 | Jan 2007 | WO |
WO 2007011337 | Jan 2007 | WO |
WO 2007110807 | Oct 2007 | WO |
WO 2007113487 | Nov 2007 | WO |
WO 2010117714 | Oct 2010 | WO |
WO 2010131154 | Nov 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. |
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. |
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. 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. |
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. 13/968,007, filed Aug. 15, 2013, Hendrix, et al. |
U.S. Appl. No. 14/656,124, filed Mar. 12, 2015, Hendrix, et al. |
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. 14/734,321, filed Jun. 9, 2015, Alderson, et al. |
U.S. Appl. No. 14/840,831, filed Aug. 31, 2015, Hendrix, et al. |
Rafaely, Boaz, “Active Noise Reducing Headset—an Overview”, The 2001 International Congress and Exhibition on Noice Control Engineering, Aug. 27-30, 2001, 10 pages (pp. 1-10 in pdf), The Netherlands. |
Ray, et al., “Hybrid Feedforward-Feedback Active Noise Reduction for Hearing Protection and Communication”, The Journal of the Acoustical Society of America. American Institute of Physics for the Acoustical Society of American, Jan. 2006, pp. 2026-2036, vol. 120, No. 4, New York, NY. |