Affine-projection-like algorithm for active noise control over distributed networks

This paper considers the active noise control over a network of distributed acoustic nodes. In active noise control practical scenarios, it is necessary to improve the performance of the well-known least mean squares algorithms in order to improve the convergence behavior in transient state. Affine projection algorithms have shown to speed up the convergence speed of the algorithms. However, affine projection algorithms require matrix inversion, whose calculation is not straightforwardly distributed among the nodes. Therefore, we present a distributed version of the affine-projection-like algorithm (which avoids matrix inversion) together with an incremental collaborative strategy in the network. Results demonstrate that the proposed scalable and versatile distributed active noise control algorithm exhibits faster convergence than the conventional least-mean-squares-based algorithms as well as the same performance than its centralized version.

[1]  Marc Moonen,et al.  Distributed Adaptive Node-Specific Signal Estimation in Fully Connected Sensor Networks—Part I: Sequential Node Updating , 2010, IEEE Transactions on Signal Processing.

[2]  Visar Berisha,et al.  Real-time sensing and acoustic scene characterization for security applications , 2008, 2008 3rd International Symposium on Wireless Pervasive Computing.

[3]  Alberto González,et al.  Active noise control over adaptive distributed networks , 2015, Signal Process..

[4]  S. Haykin,et al.  Adaptive Filter Theory , 1986 .

[5]  Deborah Estrin,et al.  Wireless sensor networks for acoustic monitoring , 2006 .

[6]  Alexander Bertrand Signal Processing Algorithms for Wireless Acoustic Sensor Networks (Signaalverwerkingsalgoritmes voor draadloze akoestische sensornetwerken) , 2011 .

[7]  Stephen J. Elliott,et al.  A multiple error LMS algorithm and its application to the active control of sound and vibration , 1987, IEEE Trans. Acoust. Speech Signal Process..

[8]  Marc Moonen,et al.  Robust Distributed Noise Reduction in Hearing Aids with External Acoustic Sensor Nodes , 2009, EURASIP J. Adv. Signal Process..

[9]  Alberto González,et al.  Efficient implementation of the Affine Projection algorithm for Active Noise Control applications , 2004, 2004 12th European Signal Processing Conference.

[10]  Daniele Marioli,et al.  Wired and wireless sensor networks for industrial applications , 2009, Microelectron. J..

[11]  Andreas Antoniou,et al.  Affine-Projection-Like Adaptive-Filtering Algorithms Using Gradient-Based Step Size , 2014, IEEE Transactions on Circuits and Systems I: Regular Papers.

[12]  Yukang Guo,et al.  Acoustic source localization of everyday sounds using wireless sensor networks , 2010, UbiComp '10 Adjunct.

[13]  Giuseppe Di Battista,et al.  26 Computer Networks , 2004 .

[14]  Ali H. Sayed,et al.  Incremental Adaptive Strategies Over Distributed Networks , 2007, IEEE Transactions on Signal Processing.

[15]  Stephen J. Elliott,et al.  Signal Processing for Active Control , 2000 .