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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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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. |
format | Online Article Text |
id | pubmed-10615265 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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