Characterization of sound subunits for humpback whale song analysis

The songs produced by male humpback whales, Megaptera novaeangliae, during the breeding season have been increasingly studied in the last couple of decades with methods based mainly on their spectrographic characteristics. Songs were characterised as series of units - defined by Payne as continuous...

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Main Authors: Pace, F., White, P.R., Adam, O.
Format: Conference Object
Language:unknown
Published: 2009
Subjects:
Online Access:https://eprints.soton.ac.uk/160861/
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spelling ftsouthampton:oai:eprints.soton.ac.uk:160861 2023-07-30T04:04:02+02:00 Characterization of sound subunits for humpback whale song analysis Pace, F. White, P.R. Adam, O. 2009-09-12 https://eprints.soton.ac.uk/160861/ unknown Pace, F., White, P.R. and Adam, O. (2009) Characterization of sound subunits for humpback whale song analysis. 4th International Workshop on Detection, Classification and Localization of Marine Mammals using Passive Acoustics, Pavia di Udine, Italy. 09 - 12 Sep 2009. Conference or Workshop Item NonPeerReviewed 2009 ftsouthampton 2023-07-09T21:17:59Z The songs produced by male humpback whales, Megaptera novaeangliae, during the breeding season have been increasingly studied in the last couple of decades with methods based mainly on their spectrographic characteristics. Songs were characterised as series of units - defined by Payne as continuous sounds between two silences - associated in specific patterns, similarly to the way in which bird songs are formed. Previous work highlighted the need for objective methods for humpback whale sound units classification; for this purpose, various automatic clustering algorithms were developed to study how units are associated to produce themes that are repeated throughout the song duration and to compare them across whale populations and from year to year. However, detailed analysis of the vocalisations showed that the features of a unit can change abruptly throughout its duration making it difficult to characterise and cluster them systematically. We propose a new approach for song segmentation based on the identification of subunits that are characterised by looking at the changes of their frequency content through time. Typically units within a song consist of several elements - which we refer to as subunits - that have distinct structure, i.e. units are formed as combination of subunits. The distinction between subunits and units should improve the accuracy of classification algorithms, especially for those vocalisations that present a complex structure that varies significantly with time. Conference Object Humpback Whale Megaptera novaeangliae University of Southampton: e-Prints Soton Payne ENVELOPE(167.867,167.867,-72.817,-72.817)
institution Open Polar
collection University of Southampton: e-Prints Soton
op_collection_id ftsouthampton
language unknown
description The songs produced by male humpback whales, Megaptera novaeangliae, during the breeding season have been increasingly studied in the last couple of decades with methods based mainly on their spectrographic characteristics. Songs were characterised as series of units - defined by Payne as continuous sounds between two silences - associated in specific patterns, similarly to the way in which bird songs are formed. Previous work highlighted the need for objective methods for humpback whale sound units classification; for this purpose, various automatic clustering algorithms were developed to study how units are associated to produce themes that are repeated throughout the song duration and to compare them across whale populations and from year to year. However, detailed analysis of the vocalisations showed that the features of a unit can change abruptly throughout its duration making it difficult to characterise and cluster them systematically. We propose a new approach for song segmentation based on the identification of subunits that are characterised by looking at the changes of their frequency content through time. Typically units within a song consist of several elements - which we refer to as subunits - that have distinct structure, i.e. units are formed as combination of subunits. The distinction between subunits and units should improve the accuracy of classification algorithms, especially for those vocalisations that present a complex structure that varies significantly with time.
format Conference Object
author Pace, F.
White, P.R.
Adam, O.
spellingShingle Pace, F.
White, P.R.
Adam, O.
Characterization of sound subunits for humpback whale song analysis
author_facet Pace, F.
White, P.R.
Adam, O.
author_sort Pace, F.
title Characterization of sound subunits for humpback whale song analysis
title_short Characterization of sound subunits for humpback whale song analysis
title_full Characterization of sound subunits for humpback whale song analysis
title_fullStr Characterization of sound subunits for humpback whale song analysis
title_full_unstemmed Characterization of sound subunits for humpback whale song analysis
title_sort characterization of sound subunits for humpback whale song analysis
publishDate 2009
url https://eprints.soton.ac.uk/160861/
long_lat ENVELOPE(167.867,167.867,-72.817,-72.817)
geographic Payne
geographic_facet Payne
genre Humpback Whale
Megaptera novaeangliae
genre_facet Humpback Whale
Megaptera novaeangliae
op_relation Pace, F., White, P.R. and Adam, O. (2009) Characterization of sound subunits for humpback whale song analysis. 4th International Workshop on Detection, Classification and Localization of Marine Mammals using Passive Acoustics, Pavia di Udine, Italy. 09 - 12 Sep 2009.
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