伊朗西南部野生山羊艾格病毒分布和栖息地适宜性的集合建模

Q3 Environmental Science Biodiversity Pub Date : 2023-07-03 DOI:10.1080/14888386.2023.2221672
S. M. Amininasab, N. Zamani, H. Taleshi, Charles C. Y. Xu
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引用次数: 0

摘要

人为压力的增加导致野生山羊数量急剧下降。本研究旨在确定伊朗西南部Khaeiz和Sorkh保护区野生山羊的生境适宜性,并探讨影响其生境选择和分布的因素。我们利用基于25个重复的10个物种分布模型的集成建模,包括广义线性模型(GLM)、广义加性模型(GAM)、梯度增强模型(GBM)、分类树分析(CTA)、灵活判别分析(FDA)、人工神经网络(ANN)、多元自适应样条回归(MARS)、随机森林(RF)、最大熵(MaxEnt)、表面范围包络(SRE)。本文收集了2019 - 2020年野山羊发生数据,并与捕食者分布、坡度、距离道路、距离水资源和归一化植被指数(NDVI) 5个变量相关。研究发现,捕食者分布、坡度、距离水源的距离和距离道路的距离是野生山羊潜在栖息地最重要的预测因子。最不重要的变量是NDVI。概率预测表明,仅5.89%的面积为高度适宜生境,46.24%的面积为不适宜生境。综合单独分类的存在/不存在图进一步表明,79.72%的研究区肯定不适合野生山羊,而只有8.06%的研究区肯定适合野生山羊。研究结果可以帮助野生动物管理者和政策制定者朝着保护和管理目标努力,减少野生动物与人类之间的冲突。
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Ensemble modelling the distribution and habitat suitability of wild goat Capra aegagrus in southwestern Iran
ABSTRACT Increasing anthropogenic pressures have caused drastic population decline of wild goats Capra aegagrus. The study aim was to determine habitat suitability and explore the factors influencing habitat selection and dispersal of wild goats in the Khaeiz and Sorkh protected area, southwestern Iran. We utilized ensemble modelling based on 25 replications of 10 species distribution models GLM (generalized linear model), GAM (generalized additive model), GBM (gradient boosting model), CTA (classification tree analysis), FDA (flexible discriminant analysis), ANN (artificial neural network), MARS (multivariate adaptive regression spline), RF (random forest), MaxEnt (maximum entropy), SRE (surface range envelope). Wild goat occurrence data were collected from 2019 to 2020 and related to five variables: predator distribution, slope, distance from road, distance from water resources, and normalized difference vegetation index (NDVI). We found that distribution of predators, slope, distance from water resources and distance from roads were the most important predictors of potential habitats for wild goats. The least important variable was NDVI. Probabilistic predictions suggest that only 5.89% of the area was highly suitable habitat, whereas 46.24% was unsuitable. Ensembling individually classified presence/absence maps further indicates that 79.72% of the study area was certainly unsuitable while only 8.06% was certainly suitable for wild goats. The results can help wildlife managers and policymakers work towards conservation and management goals and decreasing the conflicts between wildlife and humans.
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来源期刊
Biodiversity
Biodiversity Environmental Science-Nature and Landscape Conservation
CiteScore
1.80
自引率
0.00%
发文量
17
期刊介绍: The aim of Biodiversity is to raise an appreciation and deeper understanding of species, ecosystems and the interconnectedness of the living world and thereby avoid the mismanagement, misuse and destruction of biodiversity. The Journal publishes original research papers, review articles, news items, opinion pieces, experiences from the field and book reviews, as well as running regular feature sections. Articles are written for a broad readership including scientists, educators, policy makers, conservationists, science writers, naturalists and students. Biodiversity aims to provide an international forum on all matters concerning the integrity and wellness of ecosystems, including articles on the impact of climate change, conservation management, agriculture and other human influence on biodiversity.
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