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Understanding and optimizing fish counting techniques based on electrical impedance measurements

Sustainable aquatic resources management requires reliable methods for fish detection in various environmental conditions. Herein, we study fundamental mechanisms underlying the application of electrical impedance measurements in this regard. We present results of experimental studies conducted in l...

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Detalles Bibliográficos
Autores principales: Nowak, Lukasz J., Lankheet, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10615265/
https://www.ncbi.nlm.nih.gov/pubmed/37903134
http://dx.doi.org/10.1371/journal.pone.0293699
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author Nowak, Lukasz J.
Lankheet, Martin
author_facet Nowak, Lukasz J.
Lankheet, Martin
author_sort Nowak, Lukasz J.
collection PubMed
description Sustainable aquatic resources management requires reliable methods for fish detection in various environmental conditions. Herein, we study fundamental mechanisms underlying the application of electrical impedance measurements in this regard. We present results of experimental studies conducted in laboratory conditions using a low-cost impedance measurement circuit, as well as the corresponding numerical models. We also present evaluation results of a newly developed, real-time detection algorithm based on adaptive thresholding. The numerical model was validated by extracting fish tracks in 3D space from the experimental datasets, and then comparing the calculated versus measured impedance values as functions of fish coordinates in time. Numerical predictions closely resemble the experimental data. The detection sensitivity and specificity values determined for various settings exceeded 90%. Electrode width to spacing ratio is demonstrated to be a crucial parameter influencing the system sensitivity distribution. The introduced approach can constitute a framework for designing electrical impedance-based fish counting systems.
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spelling pubmed-106152652023-10-31 Understanding and optimizing fish counting techniques based on electrical impedance measurements Nowak, Lukasz J. Lankheet, Martin PLoS One Research Article Sustainable aquatic resources management requires reliable methods for fish detection in various environmental conditions. Herein, we study fundamental mechanisms underlying the application of electrical impedance measurements in this regard. We present results of experimental studies conducted in laboratory conditions using a low-cost impedance measurement circuit, as well as the corresponding numerical models. We also present evaluation results of a newly developed, real-time detection algorithm based on adaptive thresholding. The numerical model was validated by extracting fish tracks in 3D space from the experimental datasets, and then comparing the calculated versus measured impedance values as functions of fish coordinates in time. Numerical predictions closely resemble the experimental data. The detection sensitivity and specificity values determined for various settings exceeded 90%. Electrode width to spacing ratio is demonstrated to be a crucial parameter influencing the system sensitivity distribution. The introduced approach can constitute a framework for designing electrical impedance-based fish counting systems. Public Library of Science 2023-10-30 /pmc/articles/PMC10615265/ /pubmed/37903134 http://dx.doi.org/10.1371/journal.pone.0293699 Text en © 2023 Nowak, Lankheet https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Nowak, Lukasz J.
Lankheet, Martin
Understanding and optimizing fish counting techniques based on electrical impedance measurements
title Understanding and optimizing fish counting techniques based on electrical impedance measurements
title_full Understanding and optimizing fish counting techniques based on electrical impedance measurements
title_fullStr Understanding and optimizing fish counting techniques based on electrical impedance measurements
title_full_unstemmed Understanding and optimizing fish counting techniques based on electrical impedance measurements
title_short Understanding and optimizing fish counting techniques based on electrical impedance measurements
title_sort understanding and optimizing fish counting techniques based on electrical impedance measurements
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10615265/
https://www.ncbi.nlm.nih.gov/pubmed/37903134
http://dx.doi.org/10.1371/journal.pone.0293699
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