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Cumulative-Sum-Based Localization of Sound Events in Low-Cost Wireless Acoustic Sensor Networks

Authors :
Juan M. Navarro
Jaume Segura
Santiago Felici-Castell
Juan J. Pérez-Solano
Maximo Cobos
Source :
IEEE/ACM Transactions on Audio, Speech, and Language Processing. 22:1792-1802
Publication Year :
2014
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2014.

Abstract

Wireless acoustic sensor networks (WASNs) are known for their potential applications in multiple areas, such as audio-based surveillance, binaural hearing aids or advanced acoustic monitoring. The knowledge of the spatial position of a source of interest is usually a requirement for many of these applications. Therefore, source localization is an important problem to be addressed in WASNs. Unfortunately, most localization algorithms need costly signal processing stages that prevent them from being implemented in low-cost sensor networks, requiring additional modules for signal acquisition and processing. This paper presents a low-complexity method for acoustic event detection and localization considering a change detection statistical framework. Two possible implementation approaches based on the efficient cumulative sum (CUSUM) algorithm are presented and discussed. Results from simulations and a real deployment show that the proposed techniques can be easily implemented in low-cost sensor networks, providing good localization accuracy and making good use of the available node resources.

Details

ISSN :
23299304 and 23299290
Volume :
22
Database :
OpenAIRE
Journal :
IEEE/ACM Transactions on Audio, Speech, and Language Processing
Accession number :
edsair.doi...........acae1a3174640723ffb3b7994855a2f6
Full Text :
https://doi.org/10.1109/taslp.2014.2351132