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Kernel methods for the detection and classification of fish schools in single-beam and multi beam acoustic data
Citation
Buelens, B and Pauly, T and Williams, RN and Sale, AHJ, Kernel methods for the detection and classification of fish schools in single-beam and multi beam acoustic data, I C E S Journal of Marine Science, 66, (6) pp. 1130-1135. ISSN 1054-3139 (2009) [Refereed Article]
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Copyright Statement
The definitive publisher-authenticated version is available online at: www.oxfordjournals.org Copyright © 2009 Oxford University Press
DOI: doi:10.1093/icesjms/fsp004
Abstract
A kernel method for clustering acoustic data from single-beam echosounder and multibeam sonar is presented. The algorithm is used to detect fish schools and to classify acoustic data into clusters of similar acoustic properties. In a preprocessing routine, data from single-beam echosounder and multibeam sonar are transformed into an abstracted representation by multidimensional nodes, which are datapoints with spatial, temporal, and acoustic features as components. Kernel methods combine these components to determine clusters based on joint spatial, temporal, and acoustic similarities. These clusters yield a classification of the data in groups of similar nodes. Including the spatial components results in clusters for each school and effectively detects fish schools. Ignoring the spatial components yields a classification according to acoustic similarities, corresponding to classes of different species or age groups. The method is described and two case studies are presented.
Item Details
| Item Type: | Refereed Article |
|---|---|
| Keywords: | classification, detection of fish schools, kernel methods, multibeam sonar. |
| Research Division: | Information and Computing Sciences |
| Research Group: | Artificial Intelligence and Image Processing |
| Research Field: | Pattern Recognition and Data Mining |
| Objective Division: | Environment |
| Objective Group: | Ecosystem Assessment and Management |
| Objective Field: | Ecosystem Assessment and Management of Marine Environments |
| Author: | Buelens, B (Mr Bart Buelens) |
| Author: | Williams, RN (Dr Ray Williams) |
| Author: | Sale, AHJ (Professor Arthur Sale) |
| ID Code: | 61647 |
| Year Published: | 2009 |
| Web of Science® Times Cited: | 8 |
| Deposited By: | Information and Communication Technology |
| Deposited On: | 2010-03-04 |
| Last Modified: | 2015-02-13 |
| Downloads: | 1 View Download Statistics |
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