Density surface fitting to estimate the abundance of humpback whales based on the NASS-95 and NASS- 2001 aerial and shipboard surveys

Generalized additive models (GAMs) with spatially referenced covariates were fitted to data collected during the 1995 and 2001 Icelandic (shipboard and aerial) and Faroese (shipboard only) components of the North Atlantic Sightings Surveys (NASS-95 and NASS-2001). The shipboard surveys extended from...

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Published in:NAMMCO Scientific Publications
Main Authors: Charles GM Paxton, M Louise Burt, Sharon L Hedley, Gísli A Víkingsson, Thorvaldur Gunnlaugsson, Geneviève Desportes
Format: Article in Journal/Newspaper
Language:English
Published: Septentrio Academic Publishing 2009
Subjects:
Online Access:https://doi.org/10.7557/3.2711
https://doaj.org/article/48630c73d60c47fb842d67651b46276c
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spelling ftdoajarticles:oai:doaj.org/article:48630c73d60c47fb842d67651b46276c 2023-05-15T16:11:17+02:00 Density surface fitting to estimate the abundance of humpback whales based on the NASS-95 and NASS- 2001 aerial and shipboard surveys Charles GM Paxton M Louise Burt Sharon L Hedley Gísli A Víkingsson Thorvaldur Gunnlaugsson Geneviève Desportes 2009-09-01T00:00:00Z https://doi.org/10.7557/3.2711 https://doaj.org/article/48630c73d60c47fb842d67651b46276c EN eng Septentrio Academic Publishing https://septentrio.uit.no/index.php/NAMMCOSP/article/view/2711 https://doaj.org/toc/1560-2206 https://doaj.org/toc/2309-2491 1560-2206 2309-2491 doi:10.7557/3.2711 https://doaj.org/article/48630c73d60c47fb842d67651b46276c NAMMCO Scientific Publications, Vol 7, Iss 0, Pp 143-160 (2009) abundance humpback whales surveys density Ecology QH540-549.5 article 2009 ftdoajarticles https://doi.org/10.7557/3.2711 2023-01-08T01:34:03Z Generalized additive models (GAMs) with spatially referenced covariates were fitted to data collected during the 1995 and 2001 Icelandic (shipboard and aerial) and Faroese (shipboard only) components of the North Atlantic Sightings Surveys (NASS-95 and NASS-2001). The shipboard surveys extended from the east coast of Greenland, around Iceland, down to an area along the west coast ofIreland (in 1995) and to the north of the United Kingdom (in 2001). In contrast, the aerial surveys were limited to Icelandic coastal waters only. The aim of the analysis was to predict density, and hence abundance, of humpback whales throughout the survey regions and also to establish if there was any evidence that humpback whale density was related to sea surface temperature or depth. Fitting GAMs to the 1995 data proved problematic and so various subsets of the data were used in an attempt to improve the model fitting. Such difficulties did not occur with the 2001 data. Confidence intervals (CIs) for the abundance estimates were estimated using bootstrap sampling methods. The estimated humpback whale abundance for the region covered by the aerial and shipboard surveys in 1995 was 10,521 (95% CI: 3,716–24,636) using all available data and 7,625 (3,641–22,424) if survey blocks with 0 sightings around the Faroes and south of 60˚ N where no humpback whales were detected were excluded from the analysis. The estimate for the total survey region in 2001 was 14,662 (9,441–29,879). The high upper bounds of the confidence intervals were thought to be caused by a paucity of effort over wide areas of the survey leading to interpolation. Overall, the uncertainty associated with these abundance estimates was approximately equal to, or greater than, that associated with a stratified distance analysis. Given these wide CIs the evidence for a substantial difference in abundance between years was equivocal. However there was evidence to suggest that humpback whales congregated in shallower waters between 6–8˚C. Article in Journal/Newspaper Faroes Greenland Humpback Whale Iceland North Atlantic Directory of Open Access Journals: DOAJ Articles Greenland NAMMCO Scientific Publications 7 143
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic abundance
humpback whales
surveys
density
Ecology
QH540-549.5
spellingShingle abundance
humpback whales
surveys
density
Ecology
QH540-549.5
Charles GM Paxton
M Louise Burt
Sharon L Hedley
Gísli A Víkingsson
Thorvaldur Gunnlaugsson
Geneviève Desportes
Density surface fitting to estimate the abundance of humpback whales based on the NASS-95 and NASS- 2001 aerial and shipboard surveys
topic_facet abundance
humpback whales
surveys
density
Ecology
QH540-549.5
description Generalized additive models (GAMs) with spatially referenced covariates were fitted to data collected during the 1995 and 2001 Icelandic (shipboard and aerial) and Faroese (shipboard only) components of the North Atlantic Sightings Surveys (NASS-95 and NASS-2001). The shipboard surveys extended from the east coast of Greenland, around Iceland, down to an area along the west coast ofIreland (in 1995) and to the north of the United Kingdom (in 2001). In contrast, the aerial surveys were limited to Icelandic coastal waters only. The aim of the analysis was to predict density, and hence abundance, of humpback whales throughout the survey regions and also to establish if there was any evidence that humpback whale density was related to sea surface temperature or depth. Fitting GAMs to the 1995 data proved problematic and so various subsets of the data were used in an attempt to improve the model fitting. Such difficulties did not occur with the 2001 data. Confidence intervals (CIs) for the abundance estimates were estimated using bootstrap sampling methods. The estimated humpback whale abundance for the region covered by the aerial and shipboard surveys in 1995 was 10,521 (95% CI: 3,716–24,636) using all available data and 7,625 (3,641–22,424) if survey blocks with 0 sightings around the Faroes and south of 60˚ N where no humpback whales were detected were excluded from the analysis. The estimate for the total survey region in 2001 was 14,662 (9,441–29,879). The high upper bounds of the confidence intervals were thought to be caused by a paucity of effort over wide areas of the survey leading to interpolation. Overall, the uncertainty associated with these abundance estimates was approximately equal to, or greater than, that associated with a stratified distance analysis. Given these wide CIs the evidence for a substantial difference in abundance between years was equivocal. However there was evidence to suggest that humpback whales congregated in shallower waters between 6–8˚C.
format Article in Journal/Newspaper
author Charles GM Paxton
M Louise Burt
Sharon L Hedley
Gísli A Víkingsson
Thorvaldur Gunnlaugsson
Geneviève Desportes
author_facet Charles GM Paxton
M Louise Burt
Sharon L Hedley
Gísli A Víkingsson
Thorvaldur Gunnlaugsson
Geneviève Desportes
author_sort Charles GM Paxton
title Density surface fitting to estimate the abundance of humpback whales based on the NASS-95 and NASS- 2001 aerial and shipboard surveys
title_short Density surface fitting to estimate the abundance of humpback whales based on the NASS-95 and NASS- 2001 aerial and shipboard surveys
title_full Density surface fitting to estimate the abundance of humpback whales based on the NASS-95 and NASS- 2001 aerial and shipboard surveys
title_fullStr Density surface fitting to estimate the abundance of humpback whales based on the NASS-95 and NASS- 2001 aerial and shipboard surveys
title_full_unstemmed Density surface fitting to estimate the abundance of humpback whales based on the NASS-95 and NASS- 2001 aerial and shipboard surveys
title_sort density surface fitting to estimate the abundance of humpback whales based on the nass-95 and nass- 2001 aerial and shipboard surveys
publisher Septentrio Academic Publishing
publishDate 2009
url https://doi.org/10.7557/3.2711
https://doaj.org/article/48630c73d60c47fb842d67651b46276c
geographic Greenland
geographic_facet Greenland
genre Faroes
Greenland
Humpback Whale
Iceland
North Atlantic
genre_facet Faroes
Greenland
Humpback Whale
Iceland
North Atlantic
op_source NAMMCO Scientific Publications, Vol 7, Iss 0, Pp 143-160 (2009)
op_relation https://septentrio.uit.no/index.php/NAMMCOSP/article/view/2711
https://doaj.org/toc/1560-2206
https://doaj.org/toc/2309-2491
1560-2206
2309-2491
doi:10.7557/3.2711
https://doaj.org/article/48630c73d60c47fb842d67651b46276c
op_doi https://doi.org/10.7557/3.2711
container_title NAMMCO Scientific Publications
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