Assessing the potential distribution of Juniperus excelsa M. Bieb. under current and future climate scenarios in the Chaharmahal va Bakhtiari province, Iran

Authors

  • Ali Asghar Naghipour Faculty of Natural Resources and Earth Sciences, Shahrekord University, 8818634141, Shahrekord, Iran
  • Mohammad Reza Ashrafzadeh Faculty of Natural Resources and Earth Sciences, Shahrekord University, 8818634141, Shahrekord, Iran
  • Maryam Haidarian Faculty of Natural Resources, Sari Agricultural Sciences and Natural Resources University, Sari, Iran

DOI:

https://doi.org/10.22034/srls.2021.537634.1020

Keywords:

Random Forest, Ensemble modeling, Species distribution modelling, climate change

Abstract

Species distributions models (SDMs) are increasingly used to predict species' potential range shift or extinction risk in response to future climate change. Here, we used the ensemble predictions of the models in order to estimate the impact of climate change on the geographical distribution of Juniperus excelsa M. Bieb. in Chaharmahal va Bakhtiari province in the Central Zagros region, Iran. We projected climate change impacts for 2050 based on four scenarios of the increase in the greenhouse gases in the general circulation model MRI-CGCM3. We then used the bioclimatic and topographic variables to create a model ensemble from six different SDM algorithms including Generalized Linear Model (GLM), Flexible Discriminant Analysis (FDA), Artificial Neural Network (ANN), Generalized Boosting Method (GBM), Multivariate Adaptive Regression Splines (MARS), and Random Forest (RF). The findings indicated that 26.5% of the study area (4393.98 km2) is suitable for the J. excelsa. Annual precipitation, slope and Isothermality had the highest overall contribution to model performance. Based on the different climate change scenarios, 36.63% to 77.63% of the species' suitable habitats will be loss by 2050. These results can provide reliable information on preparing adaptive responses for the sustainable management of the species.

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Published

2021-09-30

How to Cite

Naghipour, A. A. ., Ashrafzadeh, M. R. ., & Haidarian, M. . (2021). Assessing the potential distribution of Juniperus excelsa M. Bieb. under current and future climate scenarios in the Chaharmahal va Bakhtiari province, Iran. Scientific Reports in Life Sciences, 2(3), 8–17. https://doi.org/10.22034/srls.2021.537634.1020