TY - GEN
T1 - Inter-Pulse Estimation for Sperm Whale Click Detection
AU - Gubnitsky, Guy
AU - Diamant, Roee
N1 - Publisher Copyright: © 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - Sperm whales are characterized by the inter-pulse interval (IPI) of their vocalization, which is a function of the whales' size. In this paper, we propose a new methodology for detecting and extracting features from the IPI of sperm whale clicks. Our IPI estimator is based on the slope of the signal's phase spectrum, which takes on zero values whenever a pulse is observed. To manage outliers, we propose a segmentation algorithm for the choice of the most consistent IPI subset within a time buffer. Finally, a linear fit and standard deviation are calculated over the segmented subset. The proposed approach is demonstrated over data of recorded ambient noise (false alarm) and real sperm whale signals obtained in two designated sea experiments. Performance is compared with two widely used IPI-estimation benchmarks and with a waveform-based approach representative. Our results show that the proposed approach yields features with the highest separation.
AB - Sperm whales are characterized by the inter-pulse interval (IPI) of their vocalization, which is a function of the whales' size. In this paper, we propose a new methodology for detecting and extracting features from the IPI of sperm whale clicks. Our IPI estimator is based on the slope of the signal's phase spectrum, which takes on zero values whenever a pulse is observed. To manage outliers, we propose a segmentation algorithm for the choice of the most consistent IPI subset within a time buffer. Finally, a linear fit and standard deviation are calculated over the segmented subset. The proposed approach is demonstrated over data of recorded ambient noise (false alarm) and real sperm whale signals obtained in two designated sea experiments. Performance is compared with two widely used IPI-estimation benchmarks and with a waveform-based approach representative. Our results show that the proposed approach yields features with the highest separation.
KW - Inter-pulse interval (IPI)
KW - Sperm whale clicks
KW - passive acoustic monitoring (PAM)
KW - phase-slope-function (PSF)
UR - http://www.scopus.com/inward/record.url?scp=85177589718&partnerID=8YFLogxK
U2 - 10.1109/icassp49357.2023.10096004
DO - 10.1109/icassp49357.2023.10096004
M3 - Conference contribution
T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
BT - ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 48th IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023
Y2 - 4 June 2023 through 10 June 2023
ER -