The role of biological shape in optical and acoustic measurements

This thesis investigates the role of biological shape in optical and acoustic measurement systems. Landmark-based geometric morphometrics (GMM) is a method of biological shape quantification based on the relationship between landmarks placed at anatomical location. GMM enables robust statistical ana...

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Main Author: Bairstow, Fiona Jay
Other Authors: Brown, C. Tom A., Somorjai, Ildikó Maureen Lara, Engineering and Physical Sciences Research Council (EPSRC)
Format: Doctoral or Postdoctoral Thesis
Language:English
Published: The University of St Andrews 2023
Subjects:
Online Access:http://hdl.handle.net/10023/27212
https://doi.org/10.17630/sta/352
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spelling ftstandrewserep:oai:research-repository.st-andrews.ac.uk:10023/27212 2023-07-02T03:30:14+02:00 The role of biological shape in optical and acoustic measurements Bairstow, Fiona Jay Brown, C. Tom A. Somorjai, Ildikó Maureen Lara Engineering and Physical Sciences Research Council (EPSRC) 163 2023-03-17T11:37:13Z application/pdf application/zip http://hdl.handle.net/10023/27212 https://doi.org/10.17630/sta/352 en eng The University of St Andrews http://hdl.handle.net/10023/27212 https://doi.org/10.17630/sta/352 EP/R513337/1 Creative Commons Attribution 4.0 International http://creativecommons.org/licenses/by/4.0/ Antarctic krill Euphausia superba Geometric morphometrics Target strength Acoustic scattering Biomass Fisheries acoustics Geostatistics Amphioxus Optical coherence tomography Nerve cord Regeneration Shape catalogue Thesis Doctoral PhD Doctor of Philosophy 2023 ftstandrewserep https://doi.org/10.17630/sta/352 2023-06-13T18:27:03Z This thesis investigates the role of biological shape in optical and acoustic measurement systems. Landmark-based geometric morphometrics (GMM) is a method of biological shape quantification based on the relationship between landmarks placed at anatomical location. GMM enables robust statistical analysis, comparisons between shapes, and visualisation of shape changes. This thesis explores the application of GMM with optical imaging for in vivo interpretation of amphioxus nerve cord shape, and acoustic measurements of Antarctic krill to improve biomass estimates. Optical imaging was performed using optical coherence tomography (OCT), an in vivo, label free imaging modality. A longitudinal study of amphioxus using OCT was conducted to capture the shape of the nerve cord during tail regeneration. Evidence for axial variation in the shape of the amphioxus nerve cord was found, however this work primarily develops a methodology and further studies are recommended to draw robust conclusions. GMM was used to construct a catalogue of realistic krill shapes for use in target strength models. Target strength is a measure of backscattering efficiency, which scales acoustic density to biomass. Typically, target strength is modelled with a generic krill shape, and distributions of length, orientation, and wetmass. This thesis demonstrates the presence of scattering mechanism influenced by shape and use of a shape catalogue to capture variability in target strength otherwise neglected. An error budget for biomass estimates of krill was developed to investigate the influence of shape and orientation. Orientation was found to have the largest contribution to the measurement error of biomass. In some cases, narrow orientation distributions resulted in biologically implausible biomass estimates due to nulls in the relationship between target strength and orientation angle. These nulls are responsive to changes in shape, suggesting the implementation of a shape catalogue could improve the accuracy of biomass estimates. Doctoral or Postdoctoral Thesis Antarc* Antarctic Antarctic Krill Euphausia superba University of St Andrews: Digital Research Repository Antarctic
institution Open Polar
collection University of St Andrews: Digital Research Repository
op_collection_id ftstandrewserep
language English
topic Antarctic krill
Euphausia superba
Geometric morphometrics
Target strength
Acoustic scattering
Biomass
Fisheries acoustics
Geostatistics
Amphioxus
Optical coherence tomography
Nerve cord
Regeneration
Shape catalogue
spellingShingle Antarctic krill
Euphausia superba
Geometric morphometrics
Target strength
Acoustic scattering
Biomass
Fisheries acoustics
Geostatistics
Amphioxus
Optical coherence tomography
Nerve cord
Regeneration
Shape catalogue
Bairstow, Fiona Jay
The role of biological shape in optical and acoustic measurements
topic_facet Antarctic krill
Euphausia superba
Geometric morphometrics
Target strength
Acoustic scattering
Biomass
Fisheries acoustics
Geostatistics
Amphioxus
Optical coherence tomography
Nerve cord
Regeneration
Shape catalogue
description This thesis investigates the role of biological shape in optical and acoustic measurement systems. Landmark-based geometric morphometrics (GMM) is a method of biological shape quantification based on the relationship between landmarks placed at anatomical location. GMM enables robust statistical analysis, comparisons between shapes, and visualisation of shape changes. This thesis explores the application of GMM with optical imaging for in vivo interpretation of amphioxus nerve cord shape, and acoustic measurements of Antarctic krill to improve biomass estimates. Optical imaging was performed using optical coherence tomography (OCT), an in vivo, label free imaging modality. A longitudinal study of amphioxus using OCT was conducted to capture the shape of the nerve cord during tail regeneration. Evidence for axial variation in the shape of the amphioxus nerve cord was found, however this work primarily develops a methodology and further studies are recommended to draw robust conclusions. GMM was used to construct a catalogue of realistic krill shapes for use in target strength models. Target strength is a measure of backscattering efficiency, which scales acoustic density to biomass. Typically, target strength is modelled with a generic krill shape, and distributions of length, orientation, and wetmass. This thesis demonstrates the presence of scattering mechanism influenced by shape and use of a shape catalogue to capture variability in target strength otherwise neglected. An error budget for biomass estimates of krill was developed to investigate the influence of shape and orientation. Orientation was found to have the largest contribution to the measurement error of biomass. In some cases, narrow orientation distributions resulted in biologically implausible biomass estimates due to nulls in the relationship between target strength and orientation angle. These nulls are responsive to changes in shape, suggesting the implementation of a shape catalogue could improve the accuracy of biomass estimates.
author2 Brown, C. Tom A.
Somorjai, Ildikó Maureen Lara
Engineering and Physical Sciences Research Council (EPSRC)
format Doctoral or Postdoctoral Thesis
author Bairstow, Fiona Jay
author_facet Bairstow, Fiona Jay
author_sort Bairstow, Fiona Jay
title The role of biological shape in optical and acoustic measurements
title_short The role of biological shape in optical and acoustic measurements
title_full The role of biological shape in optical and acoustic measurements
title_fullStr The role of biological shape in optical and acoustic measurements
title_full_unstemmed The role of biological shape in optical and acoustic measurements
title_sort role of biological shape in optical and acoustic measurements
publisher The University of St Andrews
publishDate 2023
url http://hdl.handle.net/10023/27212
https://doi.org/10.17630/sta/352
op_coverage 163
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
Antarctic Krill
Euphausia superba
genre_facet Antarc*
Antarctic
Antarctic Krill
Euphausia superba
op_relation http://hdl.handle.net/10023/27212
https://doi.org/10.17630/sta/352
EP/R513337/1
op_rights Creative Commons Attribution 4.0 International
http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.17630/sta/352
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