Description and classification of echolocation clicks of Indian Ocean humpback (Sousa plumbea) and Indo-Pacific bottlenose (Tursiops aduncus) dolphins from Menai Bay, Zanzibar, East Africa

Passive acoustic monitoring (PAM) is a powerful method to study the occurrence, movement and behavior of echolocating odontocetes (toothed whales) in the wild. However, in areas occupied by more than one species, echolocation clicks need to be classified into species. The present study investigated...

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Main Authors: Yang, Liangliang, Sharpe, Matt, Temple, Andrew, Jiddawi, Narriman, Xu, Xiaomei, Berggren, Per
Format: Other/Unknown Material
Language:unknown
Published: Zenodo 2020
Subjects:
Online Access:https://doi.org/10.5061/dryad.zcrjdfn76
id ftzenodo:oai:zenodo.org:4975194
record_format openpolar
spelling ftzenodo:oai:zenodo.org:4975194 2024-09-15T18:39:13+00:00 Description and classification of echolocation clicks of Indian Ocean humpback (Sousa plumbea) and Indo-Pacific bottlenose (Tursiops aduncus) dolphins from Menai Bay, Zanzibar, East Africa Yang, Liangliang Sharpe, Matt Temple, Andrew Jiddawi, Narriman Xu, Xiaomei Berggren, Per 2020-03-10 https://doi.org/10.5061/dryad.zcrjdfn76 unknown Zenodo https://zenodo.org/communities/dryad https://doi.org/10.5061/dryad.zcrjdfn76 oai:zenodo.org:4975194 info:eu-repo/semantics/openAccess Creative Commons Zero v1.0 Universal https://creativecommons.org/publicdomain/zero/1.0/legalcode coastal Indian Ocean humpback dolphin Sousa plumbea Indo-Pacific bottlenose dolphin Tursiops aduncus Underwater sounds echolocation clicks info:eu-repo/semantics/other 2020 ftzenodo https://doi.org/10.5061/dryad.zcrjdfn76 2024-07-26T05:45:27Z Passive acoustic monitoring (PAM) is a powerful method to study the occurrence, movement and behavior of echolocating odontocetes (toothed whales) in the wild. However, in areas occupied by more than one species, echolocation clicks need to be classified into species. The present study investigated whether the echolocation clicks produced by small, at-risk, resident sympatric populations of Indian Ocean humpback dolphin (Sousa plumbea) and Indo-Pacific bottlenose dolphin (Tursiops aduncus) in Menai Bay, Zanzibar, East Africa, could be classified to allow species specific monitoring. Underwater sounds of S. plumbea and T. aduncus groups were recorded using a SoundTrap 202HF in January and June-August 2015. Eight acoustic parameters, i.e. -10 dB duration, peak, centroid, lower -3 and lower -10 dB frequencies, and -3 dB, -10 dB and root-mean-squared bandwidth, were used to describe and compare the two species' echolocation clicks. Statistical analyses showed that S. plumbea clicks had significantly higher peak, centroid, lower -3 and lower -10 dB frequencies compared to T. aduncus, whereas duration and bandwidth parameters were similar for the two species. Random Forest (RF) classifiers were applied to determine parameters that could be used to classify the two species from echolocation clicks and achieved 28.6% and 90.2% correct species classification rates for S. plumbea and T. aduncus, respectively. Both species were classified at a higher rate than expected at random, however the identified classifiers would only be useful for T. aduncus monitoring. The frequency and bandwidth parameters provided most power for species classification. Further study is necessary to identify useful classifiers for S. plumbea. This study represents a first step in acoustic description and classification of S. plumbea and T. aduncus in the western Indian Ocean region, with potential application for future acoustic monitoring of species-specific temporal and spatial occurrence in these sympatric species. Other/Unknown Material toothed whales Zenodo
institution Open Polar
collection Zenodo
op_collection_id ftzenodo
language unknown
topic coastal
Indian Ocean humpback dolphin
Sousa plumbea
Indo-Pacific bottlenose dolphin
Tursiops aduncus
Underwater sounds
echolocation clicks
spellingShingle coastal
Indian Ocean humpback dolphin
Sousa plumbea
Indo-Pacific bottlenose dolphin
Tursiops aduncus
Underwater sounds
echolocation clicks
Yang, Liangliang
Sharpe, Matt
Temple, Andrew
Jiddawi, Narriman
Xu, Xiaomei
Berggren, Per
Description and classification of echolocation clicks of Indian Ocean humpback (Sousa plumbea) and Indo-Pacific bottlenose (Tursiops aduncus) dolphins from Menai Bay, Zanzibar, East Africa
topic_facet coastal
Indian Ocean humpback dolphin
Sousa plumbea
Indo-Pacific bottlenose dolphin
Tursiops aduncus
Underwater sounds
echolocation clicks
description Passive acoustic monitoring (PAM) is a powerful method to study the occurrence, movement and behavior of echolocating odontocetes (toothed whales) in the wild. However, in areas occupied by more than one species, echolocation clicks need to be classified into species. The present study investigated whether the echolocation clicks produced by small, at-risk, resident sympatric populations of Indian Ocean humpback dolphin (Sousa plumbea) and Indo-Pacific bottlenose dolphin (Tursiops aduncus) in Menai Bay, Zanzibar, East Africa, could be classified to allow species specific monitoring. Underwater sounds of S. plumbea and T. aduncus groups were recorded using a SoundTrap 202HF in January and June-August 2015. Eight acoustic parameters, i.e. -10 dB duration, peak, centroid, lower -3 and lower -10 dB frequencies, and -3 dB, -10 dB and root-mean-squared bandwidth, were used to describe and compare the two species' echolocation clicks. Statistical analyses showed that S. plumbea clicks had significantly higher peak, centroid, lower -3 and lower -10 dB frequencies compared to T. aduncus, whereas duration and bandwidth parameters were similar for the two species. Random Forest (RF) classifiers were applied to determine parameters that could be used to classify the two species from echolocation clicks and achieved 28.6% and 90.2% correct species classification rates for S. plumbea and T. aduncus, respectively. Both species were classified at a higher rate than expected at random, however the identified classifiers would only be useful for T. aduncus monitoring. The frequency and bandwidth parameters provided most power for species classification. Further study is necessary to identify useful classifiers for S. plumbea. This study represents a first step in acoustic description and classification of S. plumbea and T. aduncus in the western Indian Ocean region, with potential application for future acoustic monitoring of species-specific temporal and spatial occurrence in these sympatric species.
format Other/Unknown Material
author Yang, Liangliang
Sharpe, Matt
Temple, Andrew
Jiddawi, Narriman
Xu, Xiaomei
Berggren, Per
author_facet Yang, Liangliang
Sharpe, Matt
Temple, Andrew
Jiddawi, Narriman
Xu, Xiaomei
Berggren, Per
author_sort Yang, Liangliang
title Description and classification of echolocation clicks of Indian Ocean humpback (Sousa plumbea) and Indo-Pacific bottlenose (Tursiops aduncus) dolphins from Menai Bay, Zanzibar, East Africa
title_short Description and classification of echolocation clicks of Indian Ocean humpback (Sousa plumbea) and Indo-Pacific bottlenose (Tursiops aduncus) dolphins from Menai Bay, Zanzibar, East Africa
title_full Description and classification of echolocation clicks of Indian Ocean humpback (Sousa plumbea) and Indo-Pacific bottlenose (Tursiops aduncus) dolphins from Menai Bay, Zanzibar, East Africa
title_fullStr Description and classification of echolocation clicks of Indian Ocean humpback (Sousa plumbea) and Indo-Pacific bottlenose (Tursiops aduncus) dolphins from Menai Bay, Zanzibar, East Africa
title_full_unstemmed Description and classification of echolocation clicks of Indian Ocean humpback (Sousa plumbea) and Indo-Pacific bottlenose (Tursiops aduncus) dolphins from Menai Bay, Zanzibar, East Africa
title_sort description and classification of echolocation clicks of indian ocean humpback (sousa plumbea) and indo-pacific bottlenose (tursiops aduncus) dolphins from menai bay, zanzibar, east africa
publisher Zenodo
publishDate 2020
url https://doi.org/10.5061/dryad.zcrjdfn76
genre toothed whales
genre_facet toothed whales
op_relation https://zenodo.org/communities/dryad
https://doi.org/10.5061/dryad.zcrjdfn76
oai:zenodo.org:4975194
op_rights info:eu-repo/semantics/openAccess
Creative Commons Zero v1.0 Universal
https://creativecommons.org/publicdomain/zero/1.0/legalcode
op_doi https://doi.org/10.5061/dryad.zcrjdfn76
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