Modeling Current and Future Potential Distributions of Caspian Pond Turtle (Mauremys caspica) under Climate Change Scenarios

Although turtles are the most threatened taxonomic group within the reptile class, we have a very limited understanding of how turtles respond to climate change. Here, we evaluated the effects of climate changes on the geographical distribution of Caspian pond turtle (Mauremys caspica). We used an e...

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Main Authors: M. R. Ashrafzadeh, Z. Shojaei, F. Shaloei, A. A. Naghipour, M. Heidarian
Format: Article
Language:fas
Published: Isfahan University of Technology 2022-03-01
Series:Iranian Journal of Applied Ecology
Subjects:
Online Access:http://ijae.iut.ac.ir/article-1-1085-en.html
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author M. R. Ashrafzadeh
Z. Shojaei
F. Shaloei
A. A. Naghipour
M. Heidarian
author_facet M. R. Ashrafzadeh
Z. Shojaei
F. Shaloei
A. A. Naghipour
M. Heidarian
author_sort M. R. Ashrafzadeh
collection DOAJ
description Although turtles are the most threatened taxonomic group within the reptile class, we have a very limited understanding of how turtles respond to climate change. Here, we evaluated the effects of climate changes on the geographical distribution of Caspian pond turtle (Mauremys caspica). We used an ensemble approach by combining six species distribution models including artificial neural network, generalized boosted model, generalized linear model, flexible discriminant analysis, random forest and multivariate adaptive regression splines. To predict the future distribution, modelling projection of MRI-CGCM3 was used for the year 2070 under four scenarios of representative concentration pathways (RCP). Based on the findings, the suitable habitat of Caspian pond turtle was estimated to be about 835941 km2 (about 8.73%) of the study area. Our model projections showed that about 26 to 33% of the current suitable habitats will be unsuitable by 2070 due to climate change. The annual precipitation (24.56%), precipitation of wettest quarter (24.28%), precipitation seasonality (16.93%) and temperature seasonality (14.64%) had the highest contribution to model performance of Caspian pond turtles. Overall, our findings emphasize the need for a comprehensive understanding of the complex effects of climate change on the species, specially turtles.
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spelling doaj.art-5790b2eee7224bc8b6c6b22c28355f632022-12-22T04:30:58ZfasIsfahan University of TechnologyIranian Journal of Applied Ecology2476-31282476-32172022-03-011043951Modeling Current and Future Potential Distributions of Caspian Pond Turtle (Mauremys caspica) under Climate Change ScenariosM. R. Ashrafzadeh0Z. Shojaei1F. Shaloei2A. A. Naghipour3M. Heidarian4 Shahrekord University Shahrekord University Shahrekord University Shahrekord University Sari Agricultural Sciences and Natural Resources University Although turtles are the most threatened taxonomic group within the reptile class, we have a very limited understanding of how turtles respond to climate change. Here, we evaluated the effects of climate changes on the geographical distribution of Caspian pond turtle (Mauremys caspica). We used an ensemble approach by combining six species distribution models including artificial neural network, generalized boosted model, generalized linear model, flexible discriminant analysis, random forest and multivariate adaptive regression splines. To predict the future distribution, modelling projection of MRI-CGCM3 was used for the year 2070 under four scenarios of representative concentration pathways (RCP). Based on the findings, the suitable habitat of Caspian pond turtle was estimated to be about 835941 km2 (about 8.73%) of the study area. Our model projections showed that about 26 to 33% of the current suitable habitats will be unsuitable by 2070 due to climate change. The annual precipitation (24.56%), precipitation of wettest quarter (24.28%), precipitation seasonality (16.93%) and temperature seasonality (14.64%) had the highest contribution to model performance of Caspian pond turtles. Overall, our findings emphasize the need for a comprehensive understanding of the complex effects of climate change on the species, specially turtles.http://ijae.iut.ac.ir/article-1-1085-en.htmlfreshwater pond turtleclimate changeclimatic niche modelinggeographical distributionconservation
spellingShingle M. R. Ashrafzadeh
Z. Shojaei
F. Shaloei
A. A. Naghipour
M. Heidarian
Modeling Current and Future Potential Distributions of Caspian Pond Turtle (Mauremys caspica) under Climate Change Scenarios
Iranian Journal of Applied Ecology
freshwater pond turtle
climate change
climatic niche modeling
geographical distribution
conservation
title Modeling Current and Future Potential Distributions of Caspian Pond Turtle (Mauremys caspica) under Climate Change Scenarios
title_full Modeling Current and Future Potential Distributions of Caspian Pond Turtle (Mauremys caspica) under Climate Change Scenarios
title_fullStr Modeling Current and Future Potential Distributions of Caspian Pond Turtle (Mauremys caspica) under Climate Change Scenarios
title_full_unstemmed Modeling Current and Future Potential Distributions of Caspian Pond Turtle (Mauremys caspica) under Climate Change Scenarios
title_short Modeling Current and Future Potential Distributions of Caspian Pond Turtle (Mauremys caspica) under Climate Change Scenarios
title_sort modeling current and future potential distributions of caspian pond turtle mauremys caspica under climate change scenarios
topic freshwater pond turtle
climate change
climatic niche modeling
geographical distribution
conservation
url http://ijae.iut.ac.ir/article-1-1085-en.html
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