Nonignorable missing data in acoustic fish stock assessment

This thesis deals with in situ estimates of fish target strength distribution which are important in acoustic stock assessment. The data were gathered on Newfoundland's Grand Banks in 1992 using a dual-beam sonar system. In situ measures of target strength distribution are biased unless a correction is made for nonignorable missing data because high target strength fish can be detected more readily than low target strength ones. / Two methods of correcting for the bias are described and implemented. Both methods use measured off-axis angle and rely on the accuracy of these angle measurements since they compare the distributions of measured and true off-axis angles. The first method involves varying the beam pattern threshold with the observed target strength of the fish. The second method uses a logistic model for the probability of detecting a fish given its target strength. / The analysis in this thesis found several previously undocumented results. Firstly, it was demonstrated that off-axis angles measured with a dual-beam system do not correspond well with true ones, which makes the results of both methods dubious; secondly, measured off-axis angles are shown to be dependent on target strength, which suggests that the process of measuring off-axis angles could be improved by taking this into account, and finally, target strength measurements below about -34 dB are observed to be strongly dependent on characteristics of the dual-beam system.

Identiferoai:union.ndltd.org:LACETR/oai:collectionscanada.gc.ca:QMM.69664
Date January 1993
CreatorsHammond, Tim
PublisherMcGill University
Source SetsLibrary and Archives Canada ETDs Repository / Centre d'archives des thèses électroniques de Bibliothèque et Archives Canada
LanguageEnglish
Detected LanguageEnglish
TypeElectronic Thesis or Dissertation
Formatapplication/pdf
CoverageMaster of Science (Department of Mathematics and Statistics.)
RightsAll items in eScholarship@McGill are protected by copyright with all rights reserved unless otherwise indicated.
Relationalephsysno: 001358324, proquestno: AAIMM91759, Theses scanned by UMI/ProQuest.

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