A survey on active noise control in the past decade-Part II: Nonlinear systems

Abstract Part I of this paper reviewed the development of the linear active noise control (ANC) technique in the past decade. However, ANC systems might have to deal with some nonlinear components and the performance of linear ANC techniques may degrade in this scenario. To overcome this limitation, nonlinear ANC (NLANC) algorithms were developed. In Part II, we review the development of NLANC algorithms during the last decade. The contributions of heuristic ANC algorithms are outlined. Moreover, we emphasize recent advances of NLANC algorithms, such as spline ANC algorithms, kernel adaptive filters, and nonlinear distributed ANC algorithms. Then, we present recent applications of ANC technique including linear and nonlinear perspectives. Future research challenges regarding ANC techniques are also discussed.

[1]  Nirmal Kumar Rout,et al.  PSO based adaptive narrowband ANC algorithm without the use of synchronization signal and secondary path estimate , 2019 .

[2]  Byoungho Kwon,et al.  Interior noise control with an active window system , 2013 .

[3]  Debi Prasad Das,et al.  Block filtered-s least mean square algorithm for active control of non-linear noise systems , 2010 .

[4]  Robert Galambos,et al.  Active noise control in the concept of IoT , 2015, Proceedings of the 2015 16th International Carpathian Control Conference (ICCC).

[5]  Cheng-Yuan Chang,et al.  Enhancement of active noise control using neural-based filtered-X algorithm , 2007 .

[6]  Rodrigo C. de Lamare,et al.  Set-membership adaptive kernel NLMS algorithms: Design and analysis , 2019, Signal Process..

[7]  C.-Y. Chang,et al.  Active Noise Cancellation Without Secondary Path Identification by Using an Adaptive Genetic Algorithm , 2010, IEEE Transactions on Instrumentation and Measurement.

[8]  Weifeng Liu,et al.  Kernel Adaptive Filtering: A Comprehensive Introduction , 2010 .

[9]  Nithin V. George,et al.  Multi-channel spline adaptive filters for non-linear active noise control , 2020 .

[10]  Iman Tabatabaei Ardekani,et al.  Adaptive signal processing algorithms for creating spatial zones of quiet , 2014, Digit. Signal Process..

[11]  Debi Prasad Das,et al.  A nonlinear active noise control algorithm for virtual microphones controlling chaotic noise. , 2012, The Journal of the Acoustical Society of America.

[12]  Jean Jiang,et al.  Nonlinear active noise control using diagonal-channel LMS and RLS bilinear filters , 2014, 2014 IEEE 57th International Midwest Symposium on Circuits and Systems (MWSCAS).

[13]  Jian Kang,et al.  Active noise attenuation in ventilation windows. , 2011, The Journal of the Acoustical Society of America.

[14]  Yan Song Wang,et al.  Active interior noise control for rail vehicle using a variable step-size median-LMS algorithm , 2018 .

[15]  Masaharu Nishimura,et al.  Mixed-error approach for multi-channel active noise control of open windows , 2017 .

[16]  Kim-Fung Man,et al.  Application of the genetic algorithm to real-time active noise control , 1996, Real-Time Systems.

[17]  Maciej Niedzwiecki,et al.  A new approach to active noise and vibration control-part II: the unknown frequency case , 2009, IEEE Trans. Signal Process..

[18]  Maciej Niedzwiecki,et al.  Self-Optimizing Adaptive Vibration Controller , 2009, IEEE Transactions on Automatic Control.

[19]  Sidan Du,et al.  Improved adaptive recursive even mirror Fourier nonlinear filter for nonlinear active noise control , 2019, Applied Acoustics.

[20]  Xiaojun Qiu,et al.  Secondary source and error sensing strategies for the active control of sound transmission through a small opening , 2020 .

[21]  Michael Möser,et al.  Active control of double-glazed windows. Part II: Feedback control , 2003 .

[22]  Colin H. Hansen,et al.  A waveform synthesis algorithm for active control of transformer noise: implementation , 2002 .

[23]  Kuan-Hung Chen,et al.  A Low-Power Broad-Bandwidth Noise Cancellation VLSI Circuit Design for In-Ear Headphones , 2016, IEEE Transactions on Very Large Scale Integration (VLSI) Systems.

[24]  Nitish Krishnamurthy,et al.  Implementation challenges for feedback active noise cancellation , 2012, 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[25]  Li Zhang,et al.  A New FXLMS Algorithm With Offline and Online Secondary-Path Modeling Scheme for Active Noise Control of Power Transformers , 2017, IEEE Transactions on Industrial Electronics.

[26]  Sidan Du,et al.  BIBO-stable implementation of adaptive function expansion bilinear filter for nonlinear active noise control , 2020 .

[27]  Nirmal Kumar Rout,et al.  Nonlinear feedback active noise control for broadband chaotic noise , 2014, Appl. Soft Comput..

[28]  Dinh Cong Le,et al.  M-max partial update leaky bilinear filter-error least mean square algorithm for nonlinear active noise control , 2019 .

[29]  Woon-Seng Gan,et al.  Physical limits on the performance of active noise control through open windows , 2018, Applied Acoustics.

[30]  Jin-Su Kim,et al.  Improvement of noise reduction performance for a high-speed elevator using modified active noise control , 2014 .

[31]  Jie Pan,et al.  Reweighted adaptive bilinear filters for an active noise control system with a nonlinear secondary path , 2019 .

[33]  Jinwei Sun,et al.  Efficient combination of feedforward and feedback structures for nonlinear narrowband active noise control , 2016, Signal Process..

[34]  Jinwei Sun,et al.  A novel bilinear functional link neural network filter for nonlinear active noise control , 2018, Appl. Soft Comput..

[35]  Lu Lu,et al.  Functional link artificial neural network filter based on the q-gradient for nonlinear active noise control , 2018, Journal of Sound and Vibration.

[36]  Tae-Gyu Chang,et al.  Performance analysis of an adaptive feedback active noise control based earmuffs system , 2015 .

[37]  Sen M. Kuo,et al.  Nonlinear adaptive bilinear filters for active noise control systems , 2005, IEEE Transactions on Circuits and Systems I: Regular Papers.

[38]  Jordan Cheer,et al.  The design and performance of feedback controllers for the attenuation of road noise in vehicles , 2014 .

[39]  Xiaojun Qiu,et al.  A boundary error sensing arrangement for virtual sound barriers to reduce noise radiation through openings. , 2019, The Journal of the Acoustical Society of America.

[40]  Michael Möser,et al.  Active control of double-glazed windowsPart I: Feedforward control , 2003 .

[41]  Issa M. S. Panahi,et al.  Improved Parallel Feedback Active noise control using linear prediction for adaptive noise decomposition , 2015, 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[42]  Phillip Mark Seymour Burt,et al.  Efficient Computation of Bilinear Approximations and Volterra Models of Nonlinear Systems , 2018, IEEE Transactions on Signal Processing.

[43]  Jiancheng Tao,et al.  Active control of transformer noise with an internally synthesized reference signal , 2012 .

[44]  Samsul Bahari Mohd Noor,et al.  NLFXLMS and THF‐NLFXLMS Algorithms for Wiener‐Hammerstein Nonlinear Active Noise Control , 2017 .

[45]  Woon-Seng Gan,et al.  Active noise control using a simplified fuzzy neural network , 2004 .

[46]  Yu Maeno,et al.  Global and Local Mode-domain Adaptive Algorithms for Spatial Active Noise Control Using Higher-order Sources , 2019, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[47]  Francesco Piazza,et al.  Adaptive Feedback Active Noise Control for Yacht Environments , 2014, IEEE Transactions on Control Systems Technology.

[48]  Muhammad Saeed Aslam,et al.  A novel application of kernel adaptive filtering algorithms for attenuation of noise interferences , 2019, Neural Computing and Applications.

[49]  Sidan Du,et al.  Adaptive Function Expansion 3-D Diagonal-Structure Bilinear Filter for Active Noise Control of Saturation Nonlinearity , 2018, IEEE Access.

[50]  Yoshinobu Kajikawa,et al.  Head-mounted active noise control system for MR noise , 2009, 2009 IEEE International Conference on Acoustics, Speech and Signal Processing.

[51]  Stephen J. Elliott,et al.  Local active control of road noise inside a vehicle , 2019, Mechanical Systems and Signal Processing.

[52]  Nithin V. George,et al.  Compensating acoustic feedback in feed-forward active noise control systems using spline adaptive filters , 2016, Signal Process..

[53]  Ganapati Panda,et al.  On the development of adaptive hybrid active noise control system for effective mitigation of nonlinear noise , 2012, Signal Process..

[54]  Yoshinobu Kajikawa,et al.  Active Noise Control System for Reducing MR Noise , 2011, IEICE Trans. Fundam. Electron. Commun. Comput. Sci..

[55]  Ganapati Panda,et al.  Advances in active noise control: A survey, with emphasis on recent nonlinear techniques , 2013, Signal Process..

[56]  Raja Muhammad Asif Zahoor,et al.  Design of hybrid nature-inspired heuristics with application to active noise control systems , 2017, Neural Computing and Applications.

[57]  Marek Pawelczyk,et al.  Active noise control for a washing machine , 2019 .

[58]  Dinh Cong Le,et al.  A bilinear functional link artificial neural network filter for nonlinear active noise control and its stability condition , 2018 .

[59]  Jordan Cheer,et al.  Combining the remote microphone technique with head-tracking for local active sound control. , 2017, The Journal of the Acoustical Society of America.

[60]  Somanath Pradhan,et al.  Speech enhancement in digital hearing aids: an active noise control approach , 2017 .

[61]  Luigi Piroddi,et al.  A dual filtering scheme for nonlinear active noise control , 2014 .

[62]  Eunmi Oh,et al.  Application of the remote microphone method to active noise control in a mobile phone. , 2018, The Journal of the Acoustical Society of America.

[63]  Jordan Cheer,et al.  Active noise control of a diesel generator in a luxury yacht , 2016 .

[64]  Ganapati Panda,et al.  Particle swarm optimization based nonlinear active noise control under saturation nonlinearity , 2016, Appl. Soft Comput..

[65]  Maciej Niedzwiecki,et al.  A New Approach to Active Noise and Vibration Control—Part I: The Known Frequency Case , 2009, IEEE Transactions on Signal Processing.

[66]  Sidan Du,et al.  Diagonal-structure adaptive bilinear filters for multichannel active noise control of nonlinear noise processes , 2020 .

[67]  A gradient-free adaptation method for nonlinear active noise control , 2014 .

[68]  Marc Moonen,et al.  A zone of quiet based approach to integrated active noise control and noise reduction in hearing AIDS , 2009, 2009 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics.

[69]  Ruchi Kukde,et al.  Incremental Learning Based Adaptive Filter for Nonlinear Distributed Active Noise Control System , 2020, IEEE Open Journal of Signal Processing.

[70]  Jordan Cheer,et al.  Modeling local active sound control with remote sensors in spatially random pressure fields. , 2015, The Journal of the Acoustical Society of America.

[71]  Marek Pawelczyk,et al.  Shaping zones of quiet in a large enclosure generated by an active noise control system , 2018 .

[72]  Raja Muhammad Asif Zahoor,et al.  Backtracking search integrated with sequential quadratic programming for nonlinear active noise control systems , 2018, Appl. Soft Comput..

[73]  Giovanni L. Sicuranza,et al.  On the BIBO Stability Condition of Adaptive Recursive FLANN Filters With Application to Nonlinear Active Noise Control , 2012, IEEE Transactions on Audio, Speech, and Language Processing.

[74]  Jinwei Sun,et al.  Improved functional link artificial neural network filters for nonlinear active noise control , 2018, Applied Acoustics.

[75]  Debi Prasad Das,et al.  Functional link artificial neural network applied to active noise control of a mixture of tonal and chaotic noise , 2014, Appl. Soft Comput..

[76]  Jing Na,et al.  Adaptive nonlinear neuro-controller with an integrated evaluation algorithm for nonlinear active noise systems , 2010 .

[77]  Alberto Leva,et al.  FPGA-based implementation of high-speed active noise and vibration controllers , 2011 .

[78]  Xiaojun Qiu,et al.  Boundary control of sound transmission into a cavity through its opening , 2019, Journal of Sound and Vibration.

[79]  Giovanni L. Sicuranza,et al.  Filtered-X affine projection algorithm for multichannel active noise control using second-order Volterra filters , 2004, IEEE Signal Processing Letters.

[80]  Neeraj Magotra,et al.  Comparative study of wideband single reference active noise cancellation algorithms on a fixed-point DSP , 2003, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)..

[81]  Cheng-Yuan Chang.  Efficient active noise controller using a fixed-point DSP , 2009, Signal Process..

[82]  Prasanga N. Samarasinghe,et al.  Sparse complex FxLMS for active noise cancellation over spatial regions , 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[83]  Woon-Seng Gan,et al.  A combined bilateral and binaural active noise control algorithm for closed-back headphones , 2020 .

[84]  G. L. Sicuranza,et al.  A Generalized FLANN Filter for Nonlinear Active Noise Control , 2011, IEEE Transactions on Audio, Speech, and Language Processing.

[85]  Debi Prasad Das,et al.  Fast exact multichannel FSLMS algorithm for active noise control , 2009, Signal Process..

[86]  Walter Kellermann,et al.  Spatial Noise-Field Control With Online Secondary Path Modeling: A Wave-Domain Approach , 2018, IEEE/ACM Transactions on Audio, Speech, and Language Processing.

[87]  Jan Swevers,et al.  A novel design strategy for iterative learning and repetitive controllers of systems with a high modal density: Application to active noise control , 2010 .

[88]  Colin H. Hansen,et al.  Genetic algorithm adaptation of non-linear filter structures for active sound and vibration control , 1994, Proceedings of ICASSP '94. IEEE International Conference on Acoustics, Speech and Signal Processing.

[89]  Nobuo Tanaka,et al.  Active noise control using a steerable parametric array loudspeaker. , 2010, The Journal of the Acoustical Society of America.

[90]  Woon-Seng Gan,et al.  Analysis and DSP implementation of an ANC system using a filtered-error neural network , 2005 .

[91]  Robert Höldrich,et al.  Prediction filter design for active noise cancellation headphones , 2013, IET Signal Process..

[92]  Yang Li,et al.  Sparse Modeling of Nonlinear Secondary Path for Nonlinear Active Noise Control , 2018, IEEE Transactions on Instrumentation and Measurement.

[93]  Yi Xin Yin,et al.  Active control of repetitive impulsive noise in a non-minimum phase system using an optimal iterative learning control algorithm , 2013 .

[94]  Scott D. Snyder,et al.  Active control of vibration using a neural network , 1995, IEEE Trans. Neural Networks.

[95]  Sen M. Kuo,et al.  Active noise control: Open problems and challenges , 2010, The 2010 International Conference on Green Circuits and Systems.

[96]  Danilo Comminiello,et al.  Nonlinear spline adaptive filtering , 2013, Signal Process..

[97]  Yoshinobu Kajikawa,et al.  Head-mounted active noise control system with virtual sensing technique , 2015 .

[98]  Issa M. S. Panahi,et al.  Hybrid FxRLS-FxNLMS Adaptive Algorithm for Active Noise Control in fMRI Application , 2011, IEEE Transactions on Control Systems Technology.

[99]  Fei Ma,et al.  Active Control of Outgoing Broadband Noise Fields in Rooms , 2020, IEEE/ACM Transactions on Audio, Speech, and Language Processing.

[100]  Nobuo Tanaka,et al.  Mathematically trivial control of sound using a parametric beam focusing source. , 2011, The Journal of the Acoustical Society of America.

[101]  L. Piroddi,et al.  Active noise control with on-line estimation of non-Gaussian noise characteristics , 2012 .

[102]  Ganapati Panda,et al.  A robust evolutionary feedforward active noise control system using Wilcoxon norm and particle swarm optimization algorithm , 2012, Expert Syst. Appl..

[103]  Hamidrez Modares,et al.  A PSO approach for non-linear active noise cancellation , 2006 .

[104]  Li Tan,et al.  Adaptive Volterra filters for active control of nonlinear noise processes , 2001, IEEE Trans. Signal Process..

[105]  Paul Strauch,et al.  Active control of nonlinear noise processes in a linear duct , 1998, IEEE Trans. Signal Process..

[106]  Teik C. Lim,et al.  Convergence analysis of FxLMS-based active noise control for repetitive impulses , 2015 .

[107]  Wim Desmet,et al.  Active control of impact noise in a duct , 2003 .

[108]  Tiejun Yang,et al.  Design of nonlinear active noise control earmuffs for excessively high noise level. , 2019, The Journal of the Acoustical Society of America.

[109]  Martin Bouchard,et al.  Improved training of neural networks for the nonlinear active control of sound and vibration , 1999, IEEE Trans. Neural Networks.

[110]  Badong Chen,et al.  Quantized Kernel Least Mean Square Algorithm , 2012, IEEE Transactions on Neural Networks and Learning Systems.

[111]  Debi Prasad Das,et al.  Adaptive nonlinear active noise control algorithm for active headrest with moving error microphones , 2017 .

[112]  Luigi Piroddi,et al.  Nonlinear Active Noise Control With NARX Models , 2010, IEEE Transactions on Audio, Speech, and Language Processing.

[113]  W. Gan,et al.  Adaptive recurrent fuzzy neural networks for active noise control , 2006 .

[114]  Giovanni L. Sicuranza,et al.  A multichannel hierarchical approach to adaptive Volterra filters employing filtered-X affine projection algorithms , 2005, IEEE Transactions on Signal Processing.

[115]  Cheng-Yuan Chang,et al.  Active Noise Control in Headsets by Using a Low-Cost Microcontroller , 2011, IEEE Transactions on Industrial Electronics.

[116]  Giovanni L. Sicuranza,et al.  A new class of FLANN filters with application to nonlinear active noise control , 2012, 2012 Proceedings of the 20th European Signal Processing Conference (EUSIPCO).

[117]  Sheng Zhang,et al.  A generalized exponential functional link artificial neural networks filter with channel-reduced diagonal structure for nonlinear active noise control , 2018, Applied Acoustics.

[118]  Chuang Shi,et al.  Binaural active noise control using parametric array loudspeakers , 2017 .

[119]  Paolo Gardonio,et al.  Ventilation duct with concurrent acoustic feed-forward and decentralised structural feedback active control , 2014 .

[120]  Nokhaeng Lee,et al.  Frequency-domain active noise control for magnetic resonance imaging acoustic noise , 2017 .

[121]  Nithin V. George,et al.  Design of hybrid nonlinear spline adaptive filters for active noise control , 2016, 2016 International Joint Conference on Neural Networks (IJCNN).

[122]  Bin Chen,et al.  Nonlinear active noise control system based on correlated EMD and Chebyshev filter , 2019, Mechanical Systems and Signal Processing.

[123]  Riyanto T. Bambang.  Adjoint EKF learning in recurrent neural networks for nonlinear active noise control , 2008, Appl. Soft Comput..

[124]  Ganapati Panda,et al.  Hardware Design for VLSI Implementation of FxLMS- and FsLMS-Based Active Noise Controllers , 2017, Circuits Syst. Signal Process..

[125]  G. Sicuranza,et al.  On the Accuracy of Generalized Hammerstein Models for Nonlinear Active Noise Control , 2006, 2006 IEEE Instrumentation and Measurement Technology Conference Proceedings.

[126]  Iman Tabatabaei Ardekani,et al.  Filtered weight FxLMS adaptation algorithm: Analysis, design and implementation , 2011 .

[127]  Abdolreza Ohadi,et al.  Filtered gradient active fuzzy neural network noise control in an enclosure backed by a clamped plate , 2012 .

[128]  Walter Kellermann,et al.  Adaptive Volterra Filters With Evolutionary Quadratic Kernels Using a Combination Scheme for Memory Control , 2011, IEEE Transactions on Signal Processing.

[129]  Issa M. S. Panahi,et al.  An Efficient Feedback Active Noise Control Algorithm Based on Reduced-Order Linear Predictive Modeling of fMRI Acoustic Noise , 2011, IEEE Transactions on Biomedical Engineering.

[130]  Haiquan Zhao,et al.  Adaptive Volterra filter with continuous lp-norm using a logarithmic cost for nonlinear active noise control , 2016 .

[131]  Debi Prasad Das,et al.  Fast Adaptive Algorithms for Active Control of Nonlinear Noise Processes , 2008, IEEE Transactions on Signal Processing.

[132]  Cheng-Yuan Chang.  Neural filtered-U algorithm for the application of active noise control system with correction terms momentum , 2010, Digit. Signal Process..

[133]  Woon-Seng Gan,et al.  A hybrid approach to active and passive noise control for open windows , 2019 .

[134]  Yi Xin Yin,et al.  An optimal repetitive control algorithm for periodic impulsive noise attenuation in a non-minimum phase ANC system , 2013 .

[135]  Woon-Seng Gan,et al.  Active noise control system for headphone applications , 2006, IEEE Transactions on Control Systems Technology.

[136]  Woon-Seng Gan,et al.  Active control of sound through full-sized open windows , 2018 .

[137]  Alberto Carini,et al.  Fourier nonlinear filters , 2014, Signal Process..

[138]  Jan Swevers,et al.  A novel design strategy for iterative learning and repetitive controllers of systems with a high modal density: Theoretical background , 2010 .

[139]  Nithin V. George,et al.  Design of Nonlinear Filters Using Affine Projection Algorithm Based Exact and Approximate Adaptive Exponential Functional Link Networks , 2020, IEEE Transactions on Circuits and Systems II: Express Briefs.

[140]  Prasanga N. Samarasinghe,et al.  Active Noise Control Over Space: A Wave Domain Approach , 2018, IEEE/ACM Transactions on Audio, Speech, and Language Processing.

[141]  Sidan Du,et al.  Convex Combination Recursive Even Mirror Fourier Nonlinear Filter for Nonlinear Active Noise Control , 2019, 2019 22nd International Conference on Electrical Machines and Systems (ICEMS).

[142]  Li Tan,et al.  On implementation of adaptive bilinear filters for nonlinear active noise control , 2016 .

[143]  Woon-Seng Gan,et al.  An integrated audio and active noise control headset , 2002, IEEE Trans. Consumer Electron..

[144]  Hua Bao,et al.  Active Noise Control based on Kernel Least-Mean-Square algorithm , 2009, 2009 Conference Record of the Forty-Third Asilomar Conference on Signals, Systems and Computers.

[145]  Yu Guo,et al.  Adaptive variable step-size neural controller for nonlinear feedback active noise control systems , 2017 .

[146]  Jordan Cheer,et al.  The application of a multi-reference control strategy to noise cancelling headphones. , 2019, The Journal of the Acoustical Society of America.

[147]  Peng Wang,et al.  Enhancement of noise reduction efficiency based on compensation in the ANC headset using fixed-point DSP , 2017 .

[148]  Ganapati Panda,et al.  Active mitigation of nonlinear noise Processes using a novel filtered-s LMS algorithm , 2004, IEEE Transactions on Speech and Audio Processing.

[149]  Z. C. He,et al.  An efficient algorithm for nonlinear active noise control of impulsive noise , 2019, Applied Acoustics.

[150]  Shiva Gholami-Boroujeny,et al.  Non-linear active noise cancellation using a bacterial foraging optimisation algorithm , 2012, IET Signal Process..

[151]  Yuqi Liu,et al.  Kernel Filtered-x LMS Algorithm for Active Noise Control System with Nonlinear Primary Path , 2018, Circuits Syst. Signal Process..

[152]  Nithin V. George,et al.  Design of Adaptive Exponential Functional Link Network-Based Nonlinear Filters , 2016, IEEE Transactions on Circuits and Systems I: Regular Papers.

[153]  Ganapati Panda,et al.  Active control of nonlinear noise processes using cascaded adaptive nonlinear filter , 2013 .

[154]  Xiaojun Qiu,et al.  An intuitive approach for feedback active noise controller design , 2013 .

[155]  Nithin V. George,et al.  Convex combination of nonlinear adaptive filters for active noise control , 2014 .

[156]  M McJury,et al.  The use of active noise control (ANC) to reduce acoustic noise generated during MRI scanning: some initial results. , 1997, Magnetic resonance imaging.

[157]  Marc Moonen,et al.  A Zone-of-Quiet Based Approach to Integrated Active Noise Control and Noise Reduction for Speech Enhancement in Hearing Aids , 2012, IEEE Transactions on Audio, Speech, and Language Processing.

[158]  Maciej Niedzwiecki,et al.  Estimation of nonstationary harmonic signals and its application to active control of MRI noise , 2013, 2013 IEEE International Conference on Acoustics, Speech and Signal Processing.

[159]  Woon-Seng Gan,et al.  Multiple parallel branch with folding architecture for multichannel filtered-x least mean square algorithm , 2017, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[160]  Romit Roy Choudhury,et al.  MUTE: bringing IoT to noise cancellation , 2018, SIGCOMM.

[161]  Ganapati Panda,et al.  A Particle-Swarm-Optimization-Based Decentralized Nonlinear Active Noise Control System , 2012, IEEE Transactions on Instrumentation and Measurement.

[162]  Kuan-Hung Chen,et al.  A High-Performance Feedback FxLMS Active Noise Cancellation VLSI Circuit Design for In-Ear Headphones , 2017, Circuits Syst. Signal Process..

[163]  Ganapati Panda,et al.  Particle Swarm Optimization Based Active Noise Control Algorithm Without Secondary Path Identification , 2012, IEEE Transactions on Instrumentation and Measurement.

[164]  Christophe Beaugeant,et al.  Active noise control in headsets: A new approach for broadband feedback ANC , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[165]  Debi Prasad Das,et al.  Head movement immune active noise control with head mounted moving microphones. , 2017, The Journal of the Acoustical Society of America.

[166]  Shiva Gholami-Boroujeny,et al.  Active noise control using an adaptive bacterial foraging optimization algorithm , 2014, Signal Image Video Process..

[167]  Thushara D. Abhayapala,et al.  Mode Domain Spatial Active Noise Control Using Sparse Signal Representation , 2018, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[168]  Nithin V. George,et al.  Nonlinear active noise control using spline adaptive filters , 2015 .

[169]  Prasanga N. Samarasinghe,et al.  Recent Advances in Active Noise Control Inside Automobile Cabins: Toward quieter cars , 2016, IEEE Signal Processing Magazine.

[170]  Boaz Rafaely,et al.  Investigation of spherical loudspeaker arrays for local active control of sound. , 2011, The Journal of the Acoustical Society of America.

[171]  Zhongfu Ye,et al.  A novel application of fireworks heuristic paradigms for reliable treatment of nonlinear active noise control , 2019, Applied Acoustics.

[172]  Ganapati Panda,et al.  A robust filtered-s LMS algorithm for nonlinear active noise control , 2012 .

[173]  Jiashu Zhang,et al.  Hierarchical partial update generalized functional link artificial neural network filter for nonlinear active noise control , 2019, Digit. Signal Process..

[174]  Jean Jiang,et al.  Filtered-X second-order Volterra adaptive algorithms , 1997 .

[175]  P Gardonio,et al.  Modular feed-forward active noise control units for ventilation ducts. , 2014, The Journal of the Acoustical Society of America.

[176]  Debi Prasad Das,et al.  Adjoint nonlinear active noise control algorithm for virtual microphone , 2012 .

[177]  Siu-Kit Lau,et al.  Active noise control with linear control source and sensor arrays for a noise barrier , 2012 .

[178]  Wen-Kung Tseng,et al.  Local active noise control using a novel method of designing quiet zones , 2011 .

[179]  Stephen J. Elliott,et al.  Active noise and vibration control in vehicles , 2010 .

[180]  Jordan Cheer,et al.  Multichannel control systems for the attenuation of interior road noise in vehicles , 2015 .

[181]  Smarajit Ghosh,et al.  Design of active noise control system using hybrid functional link artificial neural network and finite impulse response filters , 2018, Neural Computing and Applications.

[182]  Gee-Pinn James Too,et al.  Simulations and experiments for hybrid noise control systems , 2009 .

[183]  Debi Prasad Das,et al.  Nonlinear active noise control for headrest using virtual microphone control , 2013 .

[184]  Woon-Seng Gan,et al.  A wavenumber approach to analysing the active control of plane waves with arrays of secondary sources , 2018 .

[185]  Stephen J. Elliott,et al.  Active control of road noise inside vehicles , 1994 .

[186]  Jinwei Sun,et al.  A novel feedback active noise control for broadband chaotic noise and random noise , 2017 .

[187]  Debi Prasad Das,et al.  Understanding perception of active noise control system through multichannel EEG analysis , 2018, Healthcare technology letters.

[188]  M. O. Tokhi,et al.  Active noise control using radial basis function networks , 1997 .

[189]  Giovanni L. Sicuranza,et al.  A new recursive controller for nonlinear active noise control , 2013, 2013 8th International Symposium on Image and Signal Processing and Analysis (ISPA).

[190]  Ruchi Kukde,et al.  On distributed non-linear active noise control using diffusion collaborative learning strategy , 2018, IET Signal Process..

[191]  Raja Muhammad Asif Zahoor,et al.  Bio-inspired heuristics hybrid with interior-point method for active noise control systems without identification of secondary path , 2018, Frontiers of Information Technology & Electronic Engineering.

[192]  Nithin V. George,et al.  Robust active noise control: An information theoretic learning approach , 2017 .

[193]  Martin Bouchard,et al.  New recursive-least-squares algorithms for nonlinear active control of sound and vibration using neural networks , 2001, IEEE Trans. Neural Networks.

[194]  Boaz Rafaely,et al.  Spherical loudspeaker array for local active control of sound. , 2009, The Journal of the Acoustical Society of America.