Title :
Classification of a large collection of whistles from Indo-Pacific humpback dolphins (Sousa chinensis)
Author :
Seekings, P.J. ; Yeo, K.P. ; Chen, Z.P. ; Nanayakkara, S.C. ; Tan, Jolyn ; Tay, Petrina ; Taylor, E.
Author_Institution :
Marine Mammal Res. Lab., Nat. Univ. of Singapore, Singapore, Singapore
Abstract :
The whistle repertoires of some dolphin species have been characterised and classified both qualitatively and quantitatively [1, 2, 3, 4, 5]; however, given the extensive range of the species relatively little is known about the acoustic repertoire of the Indo-Pacific humpback dolphin, Sousa chinensis [6, 7], particularly those in South-east Asia. Quantitative classification methods have been developed using sub-sets of S. Chinensis whistles [8, 9, 10] but research aimed at classifying a more complete whistle repertoire of S. Chinensis through quantitative classification methods has not been reported. To address this, whistles produced underwater by six Indo-Pacific humpback dolphins kept by Underwater World Singapore Pte. Ltd. at Dolphin Lagoon, Sentosa, Singapore were recorded. The acoustic recordings were de-noised and the whistles `traced´ from the spectrogram time/frequency representation. They were then classified using PCA and k-means clustering.
Keywords :
acoustic signal processing; bioacoustics; mechanoception; pattern classification; principal component analysis; signal classification; zoology; Indo-Pacific humpback dolphin; PCA; Sousa chinensis; acoustic recording; acoustic repertoire; dolphin whistle; k-means clustering; quantitative classification; spectrogram time/frequency representation; Dolphins; Feature extraction; Noise; Principal component analysis; Spectrogram; Time frequency analysis;
Conference_Titel :
OCEANS 2010 IEEE - Sydney
Conference_Location :
Sydney, NSW
Print_ISBN :
978-1-4244-5221-7
Electronic_ISBN :
978-1-4244-5222-4
DOI :
10.1109/OCEANSSYD.2010.5603596