2005. Performance of spectrogram cross-correlation in detecting right whale calls in long-term recordings from the bering sea

We investigated the performance of spectrogram cross-correlation for automatically detecting North Pacifi c right whale (Eubalaena japonica) calls in long-term acoustic recordings from the southeastern Bering Sea. Data were sampled by autonomous, bottom-mounted hydrophones deployed in the southeaste...

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Main Authors: Lisa M. Munger, David K. Mellinger, Sean M. Wiggins, Sue E. Moore, John A. Hildebr
Other Authors: The Pennsylvania State University CiteSeerX Archives
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Language:English
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Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.620.2219
http://doc.nprb.org/web/publication/project_0307_munger_canadian_acoustics_2005.pdf
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spelling ftciteseerx:oai:CiteSeerX.psu:10.1.1.620.2219 2023-05-15T15:43:22+02:00 2005. Performance of spectrogram cross-correlation in detecting right whale calls in long-term recordings from the bering sea Lisa M. Munger David K. Mellinger Sean M. Wiggins Sue E. Moore John A. Hildebr The Pennsylvania State University CiteSeerX Archives application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.620.2219 http://doc.nprb.org/web/publication/project_0307_munger_canadian_acoustics_2005.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.620.2219 http://doc.nprb.org/web/publication/project_0307_munger_canadian_acoustics_2005.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://doc.nprb.org/web/publication/project_0307_munger_canadian_acoustics_2005.pdf text ftciteseerx 2016-01-08T14:58:18Z We investigated the performance of spectrogram cross-correlation for automatically detecting North Pacifi c right whale (Eubalaena japonica) calls in long-term acoustic recordings from the southeastern Bering Sea. Data were sampled by autonomous, bottom-mounted hydrophones deployed in the southeastern Bering Sea from October 2000 through August 2002. A human analyst detected right whale calls within the fi rst month (October 2000) of recorded data by visually examining spectrograms and by listening to recorded data; these manual detections were then compared to results of automated detection trials. Automated detection by spectrogram cross-correlation was implemented using a synthetic kernel based on the most common right whale call type. To optimize automated detection parameters, the analyst performed multiple trials on minutes-long and hour-long recordings and manually adjusted detection parameters between trials. A single set of optimized detection parameters was used to process a week-long recording from October 2000. The automated detector trials resulted in increasing proportions of false and missed detections with increasing data set duration, due to the higher proportion of acoustic noise and lower overall call rates in longer recordings. However, the automated detector missed only one calling “bout ” (2 or more calls within a 10-minute span) of the 18 bouts present in the week-long recording. Despite the high number of false detections and missed Text Bering Sea Eubalaena japonica Unknown Bering Sea
institution Open Polar
collection Unknown
op_collection_id ftciteseerx
language English
description We investigated the performance of spectrogram cross-correlation for automatically detecting North Pacifi c right whale (Eubalaena japonica) calls in long-term acoustic recordings from the southeastern Bering Sea. Data were sampled by autonomous, bottom-mounted hydrophones deployed in the southeastern Bering Sea from October 2000 through August 2002. A human analyst detected right whale calls within the fi rst month (October 2000) of recorded data by visually examining spectrograms and by listening to recorded data; these manual detections were then compared to results of automated detection trials. Automated detection by spectrogram cross-correlation was implemented using a synthetic kernel based on the most common right whale call type. To optimize automated detection parameters, the analyst performed multiple trials on minutes-long and hour-long recordings and manually adjusted detection parameters between trials. A single set of optimized detection parameters was used to process a week-long recording from October 2000. The automated detector trials resulted in increasing proportions of false and missed detections with increasing data set duration, due to the higher proportion of acoustic noise and lower overall call rates in longer recordings. However, the automated detector missed only one calling “bout ” (2 or more calls within a 10-minute span) of the 18 bouts present in the week-long recording. Despite the high number of false detections and missed
author2 The Pennsylvania State University CiteSeerX Archives
format Text
author Lisa M. Munger
David K. Mellinger
Sean M. Wiggins
Sue E. Moore
John A. Hildebr
spellingShingle Lisa M. Munger
David K. Mellinger
Sean M. Wiggins
Sue E. Moore
John A. Hildebr
2005. Performance of spectrogram cross-correlation in detecting right whale calls in long-term recordings from the bering sea
author_facet Lisa M. Munger
David K. Mellinger
Sean M. Wiggins
Sue E. Moore
John A. Hildebr
author_sort Lisa M. Munger
title 2005. Performance of spectrogram cross-correlation in detecting right whale calls in long-term recordings from the bering sea
title_short 2005. Performance of spectrogram cross-correlation in detecting right whale calls in long-term recordings from the bering sea
title_full 2005. Performance of spectrogram cross-correlation in detecting right whale calls in long-term recordings from the bering sea
title_fullStr 2005. Performance of spectrogram cross-correlation in detecting right whale calls in long-term recordings from the bering sea
title_full_unstemmed 2005. Performance of spectrogram cross-correlation in detecting right whale calls in long-term recordings from the bering sea
title_sort 2005. performance of spectrogram cross-correlation in detecting right whale calls in long-term recordings from the bering sea
url http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.620.2219
http://doc.nprb.org/web/publication/project_0307_munger_canadian_acoustics_2005.pdf
geographic Bering Sea
geographic_facet Bering Sea
genre Bering Sea
Eubalaena japonica
genre_facet Bering Sea
Eubalaena japonica
op_source http://doc.nprb.org/web/publication/project_0307_munger_canadian_acoustics_2005.pdf
op_relation http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.620.2219
http://doc.nprb.org/web/publication/project_0307_munger_canadian_acoustics_2005.pdf
op_rights Metadata may be used without restrictions as long as the oai identifier remains attached to it.
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