DocumentCode
41378
Title
Cumulative-Sum-Based Localization of Sound Events in Low-Cost Wireless Acoustic Sensor Networks
Author
Cobos, Maximo ; Perez-Solano, Juan J. ; Felici-Castell, Santiago ; Segura, Jaume ; Navarro, Juan M.
Author_Institution
Dept. of Comput. Sci., Univ. de Valencia, Valencia, Spain
Volume
22
Issue
12
fYear
2014
fDate
Dec. 2014
Firstpage
1792
Lastpage
1802
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.
Keywords
acoustic signal detection; acoustic signal processing; wireless sensor networks; CUSUM algorithm; WASN; acoustic event detection; acoustic event localization; advanced acoustic monitoring; audio-based surveillance; binaural hearing aids; cumulative-sum-based sound event localization; low-complexity method; low-cost wireless acoustic sensor networks; signal acquisition; signal processing; Acoustics; Maximum likelihood estimation; Microphones; Signal processing algorithms; Signal to noise ratio; Speech; Cumulative sum; source localization; wireless sensor networks;
fLanguage
English
Journal_Title
Audio, Speech, and Language Processing, IEEE/ACM Transactions on
Publisher
ieee
ISSN
2329-9290
Type
jour
DOI
10.1109/TASLP.2014.2351132
Filename
6882162
Link To Document