Modeling year-round marine mammal habitat preferences in the Southern Ocean based on passive acoustic observations
An understanding of marine mammal distribution patterns forms the basis of the design and implementation of effective management measures. Habitat modeling offers a valuable approach to combine information on species presence (or absence) with local environmental parameters to explore species-specif...
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ftawi:oai:epic.awi.de:32709 2023-05-15T13:40:26+02:00 Modeling year-round marine mammal habitat preferences in the Southern Ocean based on passive acoustic observations van Opzeeland, Ilse Bombosch, Annette 2013-03 https://epic.awi.de/id/eprint/32709/ https://hdl.handle.net/10013/epic.41281 unknown van Opzeeland, I. and Bombosch, A. (2013) Modeling year-round marine mammal habitat preferences in the Southern Ocean based on passive acoustic observations , 25. Internationale Polartagung "Polargebiete im Wandel", Hamburg, 17 March 2013 - 22 March 2013 . hdl:10013/epic.41281 EPIC325. Internationale Polartagung "Polargebiete im Wandel", Hamburg, 2013-03-17-2013-03-22 Conference notRev 2013 ftawi 2021-12-24T15:38:31Z An understanding of marine mammal distribution patterns forms the basis of the design and implementation of effective management measures. Habitat modeling offers a valuable approach to combine information on species presence (or absence) with local environmental parameters to explore species-specific habitat affinities. Most habitat modeling approaches require marine mammal presence-absence data which can only be obtained during dedicated visual surveys. However, in the Southern Ocean, the collection of visual data is complicated by the region’s remoteness, limited seasonal accessibility and the dependency on favorable light and weather conditions to conduct visual observations. Passive acoustic monitoring, by contrast, is highly suitable for long-term monitoring of marine mammals as they use sound in many behavioural contexts and species can be readily identified by their acoustic signatures. Passive acoustic data provide accurate information on temporal patterns in acoustic presence and time spent in the vicinity of the recorders. Furthermore, knowledge on the behavioral context in which specific sound types are produced can be used to derive information on habitat usage. Here we describe an approach for combining multi-year, year-round marine mammal presence data from passive acoustic recorders with a selected set of relevant environmental parameters to develop species-specific habitat models. Our project comprises multi-year passive acoustic data collected in Antarctic coastal as well as offshore areas throughout the Weddell Sea. Some of the species recorded are sighted only rarely during visual surveys, but are acoustically abundant in our recordings, such as the Antarctic blue whale (Balaenoptera musculus intermedia), humpback whale (Megaptera novaeangliae), fin whale (B. physalus), leopard seal (Hydrurga leptonyx), crabeater seal (Lobodon carcinophaga) and Ross seal (Ommatophoca rossii). The model will incorporate both static environmental variables, such as depth or slope, and dynamic variables, such as sea surface temperature, sea surface height, sea ice concentration and their derivatives. The project aims at furthering our current understanding of marine mammal habitat affinities in the Southern Ocean by constructing species-specific habitat models at yet unprecedented spatial and temporal time scales. Conference Object Antarc* Antarctic Balaenoptera musculus Blue whale Crabeater Seal Fin whale Humpback Whale Hydrurga leptonyx Leopard Seal Megaptera novaeangliae Ross Seal Sea ice Southern Ocean Weddell Sea Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center) Antarctic Southern Ocean The Antarctic Weddell Sea Weddell Hydrurga ENVELOPE(-61.626,-61.626,-64.145,-64.145) |
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Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center) |
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description |
An understanding of marine mammal distribution patterns forms the basis of the design and implementation of effective management measures. Habitat modeling offers a valuable approach to combine information on species presence (or absence) with local environmental parameters to explore species-specific habitat affinities. Most habitat modeling approaches require marine mammal presence-absence data which can only be obtained during dedicated visual surveys. However, in the Southern Ocean, the collection of visual data is complicated by the region’s remoteness, limited seasonal accessibility and the dependency on favorable light and weather conditions to conduct visual observations. Passive acoustic monitoring, by contrast, is highly suitable for long-term monitoring of marine mammals as they use sound in many behavioural contexts and species can be readily identified by their acoustic signatures. Passive acoustic data provide accurate information on temporal patterns in acoustic presence and time spent in the vicinity of the recorders. Furthermore, knowledge on the behavioral context in which specific sound types are produced can be used to derive information on habitat usage. Here we describe an approach for combining multi-year, year-round marine mammal presence data from passive acoustic recorders with a selected set of relevant environmental parameters to develop species-specific habitat models. Our project comprises multi-year passive acoustic data collected in Antarctic coastal as well as offshore areas throughout the Weddell Sea. Some of the species recorded are sighted only rarely during visual surveys, but are acoustically abundant in our recordings, such as the Antarctic blue whale (Balaenoptera musculus intermedia), humpback whale (Megaptera novaeangliae), fin whale (B. physalus), leopard seal (Hydrurga leptonyx), crabeater seal (Lobodon carcinophaga) and Ross seal (Ommatophoca rossii). The model will incorporate both static environmental variables, such as depth or slope, and dynamic variables, such as sea surface temperature, sea surface height, sea ice concentration and their derivatives. The project aims at furthering our current understanding of marine mammal habitat affinities in the Southern Ocean by constructing species-specific habitat models at yet unprecedented spatial and temporal time scales. |
format |
Conference Object |
author |
van Opzeeland, Ilse Bombosch, Annette |
spellingShingle |
van Opzeeland, Ilse Bombosch, Annette Modeling year-round marine mammal habitat preferences in the Southern Ocean based on passive acoustic observations |
author_facet |
van Opzeeland, Ilse Bombosch, Annette |
author_sort |
van Opzeeland, Ilse |
title |
Modeling year-round marine mammal habitat preferences in the Southern Ocean based on passive acoustic observations |
title_short |
Modeling year-round marine mammal habitat preferences in the Southern Ocean based on passive acoustic observations |
title_full |
Modeling year-round marine mammal habitat preferences in the Southern Ocean based on passive acoustic observations |
title_fullStr |
Modeling year-round marine mammal habitat preferences in the Southern Ocean based on passive acoustic observations |
title_full_unstemmed |
Modeling year-round marine mammal habitat preferences in the Southern Ocean based on passive acoustic observations |
title_sort |
modeling year-round marine mammal habitat preferences in the southern ocean based on passive acoustic observations |
publishDate |
2013 |
url |
https://epic.awi.de/id/eprint/32709/ https://hdl.handle.net/10013/epic.41281 |
long_lat |
ENVELOPE(-61.626,-61.626,-64.145,-64.145) |
geographic |
Antarctic Southern Ocean The Antarctic Weddell Sea Weddell Hydrurga |
geographic_facet |
Antarctic Southern Ocean The Antarctic Weddell Sea Weddell Hydrurga |
genre |
Antarc* Antarctic Balaenoptera musculus Blue whale Crabeater Seal Fin whale Humpback Whale Hydrurga leptonyx Leopard Seal Megaptera novaeangliae Ross Seal Sea ice Southern Ocean Weddell Sea |
genre_facet |
Antarc* Antarctic Balaenoptera musculus Blue whale Crabeater Seal Fin whale Humpback Whale Hydrurga leptonyx Leopard Seal Megaptera novaeangliae Ross Seal Sea ice Southern Ocean Weddell Sea |
op_source |
EPIC325. Internationale Polartagung "Polargebiete im Wandel", Hamburg, 2013-03-17-2013-03-22 |
op_relation |
van Opzeeland, I. and Bombosch, A. (2013) Modeling year-round marine mammal habitat preferences in the Southern Ocean based on passive acoustic observations , 25. Internationale Polartagung "Polargebiete im Wandel", Hamburg, 17 March 2013 - 22 March 2013 . hdl:10013/epic.41281 |
_version_ |
1766133414195363840 |