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Modeling potential habitat of Astragalus verus Olivier for conservation decisions: A comparison of three correlative models

机译:用于保护决策的黄芪橄榄橄榄菌的潜在栖息地:三种相关模型的比较

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Identification of potential habitats of endemic species can facilitate conservation planning and rehabilitation programs in rangeland ecosystems. This study aimed to generate potential distribution maps of Astragalus verus Olivier, a valuable endemic and medicinal plant, in a semi-arid part of central Iran (with an approximate area of 1000 km(2)) using logistic regression (LR), nonparametric multiplicative regression (NPMR), and ecological-niche factor analysis (ENFA) methods A stratified-random sampling approach was used to collect the presence-absence data, along with some environmental data, from 100 sites. Soil maps were obtained from 70 profiles, and climate maps were produced using data from 10 weather stations. Geostatistical methods were used to convert the obtained data to digital maps with 90m x 90m resolution. The species potential habitat maps were produced using ENFA, LR, NPMR, and an ensemble method. The accuracy of the models was evaluated using Cohen's kappa coefficient and the area under the receiver operating characteristics curve (AUC) based on both calibrated and independent data sets. Although no method was superior under all circumstances, ENFA performed slightly better due to the very high anthropogenic impacts in the study area. Potential habitat maps and the species response curves revealed that A. verus habitats were characterized by a pH of 7.5, moderate to relatively heavy soil texture (44%-48% clay content), moderate slope (10%-20%), low electrical conductivity ( 0.3 dS/m), and a soil saturation percentage of 45%-47%. These modeling approaches can be widely used to identify appropriate areas for rehabilitation and protection of endangered and valuable native plant species.
机译:鉴定民营物种潜在栖息地可以促进牧场生态系统的保护计划和康复计划。本研究旨在在中央伊朗中部的半干旱部分(使用Logistic回归(LR),非参数乘法,非参数倍增回归(NPMR)和生态学 - 利基因子分析(ENFA)方法使用分层随机采样方法来收集存在的存在数据,以及来自100个站点的一些环境数据。从70个型材获得土壤图,使用来自10个气象站的数据产生气候图。地统计方法用于将所获得的数据转换为具有90m x 90m分辨率的数字地图。使用ENFA,LR,NPMR和集合方法生产物种潜在的栖息地图。基于校准和独立数据集,使用Cohen的kappa系数和接收器操作特性曲线(AUC)下的区域进行评估模型的准确性。虽然在所有情况下没有过优异的方法,但由于研究区域中的高度的人为影响,ENFA略微表现出色。潜在的栖息地地图和物种反应曲线揭示了A. Verus栖息地的特征在于pH7.5,中度至相对较重的土壤质地(粘土含量44%-48%),中坡(10%-20%),低电电导率(& 0.3 ds / m),土壤饱和率为45%-47%。这些建模方法可广泛用于确定康复和保护濒危天然植物物种的适当区域。

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