• 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