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利用最大熵模型预测濒危物种羚牛(桑加伊)的当前和未来潜在空间分布。

Predicting the current and future potential spatial distribution of endangered Rucervus eldii eldii (Sangai) using MaxEnt model.

机构信息

Department of Civil Engineering, National Institute of Technology Manipur, Imphal, India, 795004.

出版信息

Environ Monit Assess. 2021 Feb 26;193(3):147. doi: 10.1007/s10661-021-08950-1.

DOI:10.1007/s10661-021-08950-1
PMID:33638015
Abstract

Ecological factors that control the species distribution patterns at various spatiotemporal scales will get affected by climate change. To combat the situation, in the past few decades geographical information system (GIS) and remote sensing have been widely used by the researchers in the field of wildlife and habitat suitability modeling. The main objective of this study is to map and predict the current and future habitat suitability potential of Rucervus eldii eldii in Keibul Lamjao National Park (KLNP) using MaxEnt. Presence location data of the species, topographic factors, and bio-climatic variables were used as input in the MaxEnt software to map current habitat suitability potential. To map the habitat suitability potential for future, two representative concentration pathway (RCP) scenarios RCP 2.6 and RCP 8.5 for the years 2050 and 2070 were used. The model returned an average AUC value of 0.944 which indicates the model to be sensitive and descriptive. Isothermality and precipitation in the wettest quarter were found to be two most significant variables. The suitable range of precipitation in the wettest quarter for Rucervus eldii eldii varies from 1365 to 1410 mm with an optimal value of 1405 mm and isothermality from 46.43 to 46.6% with an optimal value of 46.5%. Current habitat suitability results of the model show 0.45 km of the area under no potential, 29.25 km of the area under least potential, 8.29 km of the area under moderate potential, 9.21 km of the area under good potential, and 8.82 km of the area under high potential. Both RCPs for the years 2050 and 2070 show the decreasing trend in the area under high suitability potential and increasing trend under no suitability potential. The results of this study can provide aid in the management and protection of Rucervus eldii eldii.

摘要

控制各种时空尺度上物种分布格局的生态因素将受到气候变化的影响。为了应对这种情况,在过去几十年中,地理信息系统(GIS)和遥感技术被野生动物和栖息地适宜性建模领域的研究人员广泛应用。本研究的主要目的是使用最大熵模型(MaxEnt)绘制和预测基博勒拉姆焦国家公园(KLNP)中印度野牛的当前和未来栖息地适宜性潜力。该物种的存在位置数据、地形因素和生物气候变量被用作 MaxEnt 软件的输入,以绘制当前的栖息地适宜性潜力图。为了绘制未来的栖息地适宜性潜力图,我们使用了两个代表性浓度途径(RCP)情景 RCP 2.6 和 RCP 8.5,用于 2050 年和 2070 年。模型返回的平均 AUC 值为 0.944,表明模型具有敏感性和描述性。同温性和最湿润季度的降水量被发现是两个最重要的变量。印度野牛最湿润季度的适宜降水量范围为 1365 至 1410 毫米,最佳值为 1405 毫米,同温性从 46.43%至 46.6%,最佳值为 46.5%。模型的当前栖息地适宜性结果显示,无潜在区域的面积为 0.45 平方公里,潜在最小区域的面积为 29.25 平方公里,潜在中等区域的面积为 8.29 平方公里,潜在良好区域的面积为 9.21 平方公里,潜在高区域的面积为 8.82 平方公里。2050 年和 2070 年的两个 RCP 都显示出高适宜性潜力区域的面积减少和无适宜性潜力区域的面积增加的趋势。本研究的结果可以为印度野牛的管理和保护提供帮助。

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