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...

Full description

Bibliographic Details
Main Author: A. Ansari
Format: Article in Journal/Newspaper
Language:Persian
Published: Isfahan University of Technology 2020
Subjects:
Online Access:https://doaj.org/article/ad6a9a2aaa2e4a04abd5aea214822e39
id ftdoajarticles:oai:doaj.org/article:ad6a9a2aaa2e4a04abd5aea214822e39
record_format openpolar
spelling 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
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
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
spellingShingle 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