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DISTRIBUTED MULTIPLE CONSTRAINTS GENERALIZED
SIDE LOBE CANCELER FOR FULLY CONNECTED
WIRELESS ACOUSTIC SENSOR NETWORKS
ABSTRACT:
This paper proposes a distributed multiple constraints generalized side lobe canceler
(GSC) for speech enhancement in an N-node fully connected wireless acoustic sensor
network (WASN) comprising Microphones. Our algorithm is designed to operate in
reverberant environments with constrained speakers (including both desired and competing
speakers). Rather than broadcasting M microphone signals, a significant communication
bandwidth reduction is obtained by performing local beam forming at the nodes, and utilizing
only transmission channels. Each node processes its own microphone signals together with
the N + P transmitted signals. The GSC-form implementation, by separating the constraints
and the minimization, enables the adaptation of the BF during speech-absent time segments,
and relaxes the requirement of other distributed LCMV based algorithms to re-estimate the
sources RTFs after iteration. We provide a full convergence proof of the proposed structure
to the centralized GSC-beam former (BF). An extensive experimental study of both
narrowband and (wideband) speech signals verifies the theoretical analysis.

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Distributed multiple constraints generalized sidelobe canceler for fully connected wireless acoustic sensor networks

  • 1. DISTRIBUTED MULTIPLE CONSTRAINTS GENERALIZED SIDE LOBE CANCELER FOR FULLY CONNECTED WIRELESS ACOUSTIC SENSOR NETWORKS ABSTRACT: This paper proposes a distributed multiple constraints generalized side lobe canceler (GSC) for speech enhancement in an N-node fully connected wireless acoustic sensor network (WASN) comprising Microphones. Our algorithm is designed to operate in reverberant environments with constrained speakers (including both desired and competing speakers). Rather than broadcasting M microphone signals, a significant communication bandwidth reduction is obtained by performing local beam forming at the nodes, and utilizing only transmission channels. Each node processes its own microphone signals together with the N + P transmitted signals. The GSC-form implementation, by separating the constraints and the minimization, enables the adaptation of the BF during speech-absent time segments, and relaxes the requirement of other distributed LCMV based algorithms to re-estimate the sources RTFs after iteration. We provide a full convergence proof of the proposed structure to the centralized GSC-beam former (BF). An extensive experimental study of both narrowband and (wideband) speech signals verifies the theoretical analysis.