DocumentCode :
3600964
Title :
Adaptive Energy-Based Acoustic Sperm Whale Echolocation Click Detection
Author :
Lohrasbipeydeh, Hannan ; Dakin, D. Tom ; Gulliver, T. Aaron ; Amindavar, Hamidreza ; Zielinski, Adam
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Victoria, Victoria, BC, Canada
Volume :
40
Issue :
4
fYear :
2015
Firstpage :
957
Lastpage :
968
Abstract :
Sperm whales (Physeter macrocephalus) generate a series of broadband impulsive echolocation signals called clicks when diving in search of prey. These acoustic signals can be divided into usual clicks and creak clicks. They have a frequency spectrum that lies primarily between 2 and 18 kHz. In this paper, an adaptive energy-based click detector called the adaptive Teager energy operator (ATEO) is developed. A windowing technique is used to account for the time-varying characteristics of these signals, and the window length is adapted by estimating the interclick interval (ICI). The usual clicks and creak clicks are classified via ICI differences. The proposed method is compared with several well-known techniques using real data provided by the Atlantic Undersea Test and Evaluation Center (AUTEC). Performance results are presented which show that the proposed technique is a robust and efficient detector that can improve the click detection true positive rate (TPR) as well as reduce the false positive rate (FPR).
Keywords :
bioacoustics; biological techniques; biology computing; mechanoception; signal detection; spectral analysis; zoology; ATEO; AUTEC; Atlantic Undersea Test and Evaluation Center; FPR; ICI differences; Physeter macrocephalus; TPR; acoustic signals; adaptive Teager energy operator; adaptive energy-based acoustic sperm whale echolocation click detection; adaptive energy-based click detector; broadband impulsive echolocation signals; click detection true positive rate; creak clicks; false positive rate; frequency 2 kHz to 18 kHz; frequency spectrum; interclick interval; time-varying characteristics; usual clicks; window length; windowing technique; Acoustics; Detectors; Sea surface; Signal to noise ratio; Time-domain analysis; Whales; Adaptive detection; Teager energy operator (TEO); creak click; nonlinear detector; sperm whale; usual click;
fLanguage :
English
Journal_Title :
Oceanic Engineering, IEEE Journal of
Publisher :
ieee
ISSN :
0364-9059
Type :
jour
DOI :
10.1109/JOE.2014.2366351
Filename :
6983636
Link To Document :
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