A simulation study of the effect of target motion on sighting estimates of minke whale population density

Line transect methods used to estimate population density assume stationarity of targets. Violation of this assumption leads to overestimation of the true density. A simulation study based on a hazard-rate model is used to assess the resulting bias. The model is calibrated to generate sighting data...

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Bibliographic Details
Main Author: Basson, Marinelle
Other Authors: Butterworth, Doug S, Underhill, Leslie G
Format: Master Thesis
Language:English
Published: University of Cape Town 1983
Subjects:
Online Access:http://hdl.handle.net/11427/16843
https://open.uct.ac.za/bitstream/11427/16843/1/thesis_sci_1983_basson_marinelle.pdf
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spelling ftunivcapetownir:oai:localhost:11427/16843 2023-05-15T17:12:50+02:00 A simulation study of the effect of target motion on sighting estimates of minke whale population density Basson, Marinelle Butterworth, Doug S Underhill, Leslie G 1983 application/pdf http://hdl.handle.net/11427/16843 https://open.uct.ac.za/bitstream/11427/16843/1/thesis_sci_1983_basson_marinelle.pdf eng eng University of Cape Town Faculty of Science Department of Mathematics and Applied Mathematics http://hdl.handle.net/11427/16843 https://open.uct.ac.za/bitstream/11427/16843/1/thesis_sci_1983_basson_marinelle.pdf Mathematical Statistics Operations Research Master Thesis Masters MSc 1983 ftunivcapetownir 2022-09-13T05:47:32Z Line transect methods used to estimate population density assume stationarity of targets. Violation of this assumption leads to overestimation of the true density. A simulation study based on a hazard-rate model is used to assess the resulting bias. The model is calibrated to generate sighting data resembling real data from minke whale sighting surveys. The procedure currently used to calculate a corrected negative exponential density estimate from sighting data is duplicated using simulated data. The resulting estimates are compared to the true population density determined by the simulation. Results reveal that in the case considered, the method of calculating the g(O) factor (which corrects for the fact that all animals on the trackline are not sighted) leads to a greater degree of overestimation than the effect of target motion at 3 knots. Shortcomings of the model are pointed out and possible improvements suggested. It is also suggested that further research be focused initially on the calculation of the g(O) correction factor rather than on effects of target motion. Master Thesis minke whale University of Cape Town: OpenUCT
institution Open Polar
collection University of Cape Town: OpenUCT
op_collection_id ftunivcapetownir
language English
topic Mathematical Statistics
Operations Research
spellingShingle Mathematical Statistics
Operations Research
Basson, Marinelle
A simulation study of the effect of target motion on sighting estimates of minke whale population density
topic_facet Mathematical Statistics
Operations Research
description Line transect methods used to estimate population density assume stationarity of targets. Violation of this assumption leads to overestimation of the true density. A simulation study based on a hazard-rate model is used to assess the resulting bias. The model is calibrated to generate sighting data resembling real data from minke whale sighting surveys. The procedure currently used to calculate a corrected negative exponential density estimate from sighting data is duplicated using simulated data. The resulting estimates are compared to the true population density determined by the simulation. Results reveal that in the case considered, the method of calculating the g(O) factor (which corrects for the fact that all animals on the trackline are not sighted) leads to a greater degree of overestimation than the effect of target motion at 3 knots. Shortcomings of the model are pointed out and possible improvements suggested. It is also suggested that further research be focused initially on the calculation of the g(O) correction factor rather than on effects of target motion.
author2 Butterworth, Doug S
Underhill, Leslie G
format Master Thesis
author Basson, Marinelle
author_facet Basson, Marinelle
author_sort Basson, Marinelle
title A simulation study of the effect of target motion on sighting estimates of minke whale population density
title_short A simulation study of the effect of target motion on sighting estimates of minke whale population density
title_full A simulation study of the effect of target motion on sighting estimates of minke whale population density
title_fullStr A simulation study of the effect of target motion on sighting estimates of minke whale population density
title_full_unstemmed A simulation study of the effect of target motion on sighting estimates of minke whale population density
title_sort simulation study of the effect of target motion on sighting estimates of minke whale population density
publisher University of Cape Town
publishDate 1983
url http://hdl.handle.net/11427/16843
https://open.uct.ac.za/bitstream/11427/16843/1/thesis_sci_1983_basson_marinelle.pdf
genre minke whale
genre_facet minke whale
op_relation http://hdl.handle.net/11427/16843
https://open.uct.ac.za/bitstream/11427/16843/1/thesis_sci_1983_basson_marinelle.pdf
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