Impact of sampling efficiency on the performance of data-driven fish habitat models

In the last decades, aquatic habitat modelling has gained more attention due to its relevance to river management, restoration and conservation biology. Although numerous habitat suitability models have been developed based on ecological data, data quality is often a key, but overlooked issue in the...

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Published in:Ecological Modelling
Main Authors: Mouton, A.M., Dillen, A., Van den Neucker, T., Buysse, D., Stevens, M., Coeck, J.
Format: Article in Journal/Newspaper
Language:English
Published: 2012
Subjects:
Online Access:http://www.vliz.be/nl/open-marien-archief?module=ref&refid=217786
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spelling ftvliz:oai:oma.vliz.be:217786 2023-05-15T15:47:10+02:00 Impact of sampling efficiency on the performance of data-driven fish habitat models Mouton, A.M. Dillen, A. Van den Neucker, T. Buysse, D. Stevens, M. Coeck, J. 2012 http://www.vliz.be/nl/open-marien-archief?module=ref&refid=217786 en eng info:eu-repo/semantics/altIdentifier/wos/000309374600011 info:eu-repo/semantics/altIdentifier/doi/oi.org/10.1016/j.ecolmodel.2012.03.003 http://www.vliz.be/nl/open-marien-archief?module=ref&refid=217786 info:eu-repo/semantics/restrictedAccess %3Ci%3EEcol.+Model.+245%3C%2Fi%3E%3A+94-102.+%3Ca+href%3D%22http%3A%2F%2Fdx.doi.org%2F10.1016%2Fj.ecolmodel.2012.03.003%22+target%3D%22_blank%22%3Ehttp%3A%2F%2Fdx.doi.org%2F10.1016%2Fj.ecolmodel.2012.03.003%3C%2Fa%3E Lota lota [burbot] Pisces [Fish] info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2012 ftvliz https://doi.org/10.1016/j.ecolmodel.2012.03.003 2022-05-01T09:48:17Z In the last decades, aquatic habitat modelling has gained more attention due to its relevance to river management, restoration and conservation biology. Although numerous habitat suitability models have been developed based on ecological data, data quality is often a key, but overlooked issue in the development of such models. This paper analysed the impact of sampling efficiency on the quality of data-driven habitat suitability models. Therefore, models were derived from fish habitat data obtained from two sampling techniques with contrasting efficiency: electrofishing and radio telemetry. Specifically, we developed habitat models for burbot ( Lota lota L.) in the River Grote Nete based on radio telemetry data and electrofishing data and compared the performance and ecological relevance of these models. Although both electrofishing and telemetry models selected the presence of hollow banks as the most important input variable, the telemetry models performed substantially better than the electrofishing models. Further, the telemetry models also better reflected the observed burbot habitat preferences within the study area. These telemetry models indicated that burbot prefers hollow banks and that depth and flow velocity conditions in the study area were not limiting for burbot. The presented approach may contribute to the development of more reliable and ecologically relevant habitat suitability models. Article in Journal/Newspaper Burbot Lota lota lota Flanders Marine Institute (VLIZ): Open Marine Archive (OMA) Ecological Modelling 245 94 102
institution Open Polar
collection Flanders Marine Institute (VLIZ): Open Marine Archive (OMA)
op_collection_id ftvliz
language English
topic Lota lota [burbot]
Pisces [Fish]
spellingShingle Lota lota [burbot]
Pisces [Fish]
Mouton, A.M.
Dillen, A.
Van den Neucker, T.
Buysse, D.
Stevens, M.
Coeck, J.
Impact of sampling efficiency on the performance of data-driven fish habitat models
topic_facet Lota lota [burbot]
Pisces [Fish]
description In the last decades, aquatic habitat modelling has gained more attention due to its relevance to river management, restoration and conservation biology. Although numerous habitat suitability models have been developed based on ecological data, data quality is often a key, but overlooked issue in the development of such models. This paper analysed the impact of sampling efficiency on the quality of data-driven habitat suitability models. Therefore, models were derived from fish habitat data obtained from two sampling techniques with contrasting efficiency: electrofishing and radio telemetry. Specifically, we developed habitat models for burbot ( Lota lota L.) in the River Grote Nete based on radio telemetry data and electrofishing data and compared the performance and ecological relevance of these models. Although both electrofishing and telemetry models selected the presence of hollow banks as the most important input variable, the telemetry models performed substantially better than the electrofishing models. Further, the telemetry models also better reflected the observed burbot habitat preferences within the study area. These telemetry models indicated that burbot prefers hollow banks and that depth and flow velocity conditions in the study area were not limiting for burbot. The presented approach may contribute to the development of more reliable and ecologically relevant habitat suitability models.
format Article in Journal/Newspaper
author Mouton, A.M.
Dillen, A.
Van den Neucker, T.
Buysse, D.
Stevens, M.
Coeck, J.
author_facet Mouton, A.M.
Dillen, A.
Van den Neucker, T.
Buysse, D.
Stevens, M.
Coeck, J.
author_sort Mouton, A.M.
title Impact of sampling efficiency on the performance of data-driven fish habitat models
title_short Impact of sampling efficiency on the performance of data-driven fish habitat models
title_full Impact of sampling efficiency on the performance of data-driven fish habitat models
title_fullStr Impact of sampling efficiency on the performance of data-driven fish habitat models
title_full_unstemmed Impact of sampling efficiency on the performance of data-driven fish habitat models
title_sort impact of sampling efficiency on the performance of data-driven fish habitat models
publishDate 2012
url http://www.vliz.be/nl/open-marien-archief?module=ref&refid=217786
genre Burbot
Lota lota
lota
genre_facet Burbot
Lota lota
lota
op_source %3Ci%3EEcol.+Model.+245%3C%2Fi%3E%3A+94-102.+%3Ca+href%3D%22http%3A%2F%2Fdx.doi.org%2F10.1016%2Fj.ecolmodel.2012.03.003%22+target%3D%22_blank%22%3Ehttp%3A%2F%2Fdx.doi.org%2F10.1016%2Fj.ecolmodel.2012.03.003%3C%2Fa%3E
op_relation info:eu-repo/semantics/altIdentifier/wos/000309374600011
info:eu-repo/semantics/altIdentifier/doi/oi.org/10.1016/j.ecolmodel.2012.03.003
http://www.vliz.be/nl/open-marien-archief?module=ref&refid=217786
op_rights info:eu-repo/semantics/restrictedAccess
op_doi https://doi.org/10.1016/j.ecolmodel.2012.03.003
container_title Ecological Modelling
container_volume 245
container_start_page 94
op_container_end_page 102
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