Predicting distribution of Eurasian Lynx (Lynx lynx) using an ensemble modeling approach: A Case Study: Saveh Zarandieh Kharaghan Area, Markazi Province
Adequate knowledge about suitable habitats for wildlife is essential to prevent habitat destruction and extinction of species and for their conservation and management. The Eurasian lynx is one of the mostly distributed cats in Asia. In this study, we applied an ensemble habitat suitability modeling...
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Isfahan University of Technology
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ftdoajarticles:oai:doaj.org/article:ad6a9a2aaa2e4a04abd5aea214822e39 2023-05-15T18:50:24+02:00 Predicting distribution of Eurasian Lynx (Lynx lynx) using an ensemble modeling approach: A Case Study: Saveh Zarandieh Kharaghan Area, Markazi Province A. Ansari 2020-08-01T00:00:00Z https://doaj.org/article/ad6a9a2aaa2e4a04abd5aea214822e39 FA per Isfahan University of Technology http://ijae.iut.ac.ir/article-1-1005-en.html https://doaj.org/toc/2476-3128 https://doaj.org/toc/2476-3217 2476-3128 2476-3217 https://doaj.org/article/ad6a9a2aaa2e4a04abd5aea214822e39 Iranian Journal of Applied Ecology, Vol 9, Iss 2, Pp 19-30 (2020) eurasian lynx ensemble modelling of habitat suitability species distribution modelling package r software kharaghan prohibited area Environmental sciences GE1-350 Ecology QH540-549.5 article 2020 ftdoajarticles 2022-12-31T06:18:09Z Adequate knowledge about suitable habitats for wildlife is essential to prevent habitat destruction and extinction of species and for their conservation and management. The Eurasian lynx is one of the mostly distributed cats in Asia. In this study, we applied an ensemble habitat suitability modeling approach, using ten predictor variables to model Eurasian Lynx’s habitat suitability in Saveh Zarandieh Kharaghan Area, Markazi Province. Due to the high value of the area under the curve index (AUC > 0.9) for Maximum Entropy, Random Forest, Boosted Regression Tree, and Generalized Linear Model, these models were used to produce the final distribution model of the target species. Based on the ensemble model, 53.22% of Saveh Zarandieh Kharaghan Area were identified as suitable for this species. According to the results, distance to residential areas, distance to river and availability of prey were identified as the most important variables, affecting the distribution of Eurasian Lynx. This study indicated that the Eurasian Lynx habitats need more protection. Article in Journal/Newspaper Lynx Lynx lynx lynx Directory of Open Access Journals: DOAJ Articles |
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language |
Persian |
topic |
eurasian lynx ensemble modelling of habitat suitability species distribution modelling package r software kharaghan prohibited area Environmental sciences GE1-350 Ecology QH540-549.5 |
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eurasian lynx ensemble modelling of habitat suitability species distribution modelling package r software kharaghan prohibited area Environmental sciences GE1-350 Ecology QH540-549.5 A. Ansari Predicting distribution of Eurasian Lynx (Lynx lynx) using an ensemble modeling approach: A Case Study: Saveh Zarandieh Kharaghan Area, Markazi Province |
topic_facet |
eurasian lynx ensemble modelling of habitat suitability species distribution modelling package r software kharaghan prohibited area Environmental sciences GE1-350 Ecology QH540-549.5 |
description |
Adequate knowledge about suitable habitats for wildlife is essential to prevent habitat destruction and extinction of species and for their conservation and management. The Eurasian lynx is one of the mostly distributed cats in Asia. In this study, we applied an ensemble habitat suitability modeling approach, using ten predictor variables to model Eurasian Lynx’s habitat suitability in Saveh Zarandieh Kharaghan Area, Markazi Province. Due to the high value of the area under the curve index (AUC > 0.9) for Maximum Entropy, Random Forest, Boosted Regression Tree, and Generalized Linear Model, these models were used to produce the final distribution model of the target species. Based on the ensemble model, 53.22% of Saveh Zarandieh Kharaghan Area were identified as suitable for this species. According to the results, distance to residential areas, distance to river and availability of prey were identified as the most important variables, affecting the distribution of Eurasian Lynx. This study indicated that the Eurasian Lynx habitats need more protection. |
format |
Article in Journal/Newspaper |
author |
A. Ansari |
author_facet |
A. Ansari |
author_sort |
A. Ansari |
title |
Predicting distribution of Eurasian Lynx (Lynx lynx) using an ensemble modeling approach: A Case Study: Saveh Zarandieh Kharaghan Area, Markazi Province |
title_short |
Predicting distribution of Eurasian Lynx (Lynx lynx) using an ensemble modeling approach: A Case Study: Saveh Zarandieh Kharaghan Area, Markazi Province |
title_full |
Predicting distribution of Eurasian Lynx (Lynx lynx) using an ensemble modeling approach: A Case Study: Saveh Zarandieh Kharaghan Area, Markazi Province |
title_fullStr |
Predicting distribution of Eurasian Lynx (Lynx lynx) using an ensemble modeling approach: A Case Study: Saveh Zarandieh Kharaghan Area, Markazi Province |
title_full_unstemmed |
Predicting distribution of Eurasian Lynx (Lynx lynx) using an ensemble modeling approach: A Case Study: Saveh Zarandieh Kharaghan Area, Markazi Province |
title_sort |
predicting distribution of eurasian lynx (lynx lynx) using an ensemble modeling approach: a case study: saveh zarandieh kharaghan area, markazi province |
publisher |
Isfahan University of Technology |
publishDate |
2020 |
url |
https://doaj.org/article/ad6a9a2aaa2e4a04abd5aea214822e39 |
genre |
Lynx Lynx lynx lynx |
genre_facet |
Lynx Lynx lynx lynx |
op_source |
Iranian Journal of Applied Ecology, Vol 9, Iss 2, Pp 19-30 (2020) |
op_relation |
http://ijae.iut.ac.ir/article-1-1005-en.html https://doaj.org/toc/2476-3128 https://doaj.org/toc/2476-3217 2476-3128 2476-3217 https://doaj.org/article/ad6a9a2aaa2e4a04abd5aea214822e39 |
_version_ |
1766244129737539584 |