Title :
Distributed delay and sum beamformer for speech enhancement in wireless sensor networks via randomized gossip
Author :
Zeng, Yuan ; Hendriks, Richard C.
Author_Institution :
Signal & Inf. Process. Lab., Delft Univ. of Technol., Delft, Netherlands
Abstract :
In this paper, we describe a distributed delay and sum beamformer (DDSB) for speech enhancement based on a randomized gossip algorithm. The proposed algorithm operates in a randomly connected wireless sensor network. Without any network topology constraint, the DDSB estimates the desired signal at each node by only exchanging information with its neighbors. Since the DDSB performs only local signal processing, it is robust and scalable for large sensor networks and dynamic environments. We show that the DDSB converges to the optimal estimate of the centralized beamformer. Furthermore, we provide a bound for the worst-case averaging time of the DDSB for the worst connected network. The simulation results validate the theoretical results of the algorithm.
Keywords :
array signal processing; speech enhancement; wireless sensor networks; DDSB worst-case averaging time; centralized beamformer optimal estimate; distributed delay and sum beamformer; dynamic environments; local signal processing; network topology constraint; randomized gossip algorithm; speech enhancement; wireless sensor networks; Convergence; Delay; Noise; Signal processing algorithms; Speech; Vectors; Wireless sensor networks; Distributed delay and sum beamformer; randomized gossip; speech enhancement; wireless sensor networks;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2012.6288804