Predicting Spatial Habitat Changes of Haftad-Gholleh Protected Area in Markazi Province, Iran

A. Ansari
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Abstract

Haftad-Gholleh Area has recently encountered many changes. In this study, by using landsat images of the years 1996 and 2016, landuse maps were classified into four classes including: agriculture, rangeland, residential areas, and rocks. Land Change Modeler (LCM) and Habitat and Biodiversity Modeler (HBM) modules in the Idrisi GIS software were used to analyze the land use changes and habitat evaluation for the prediction of the land uses status in 2016, based on the Artificial Neural Network (ANN), Markov Chain analysis and logistic regression. The results showed that most of the changes in the landscape of the region between 1996 and 2016 were related, respectively, to attrition, aggregation and creation indicators; between the years 2016 to 2041, they can be related, respectively, to the creation and dissection indicators. The habitat evaluation showed that 4.5% of the habitat was decreased in 2016, as compared to 1996. With the continuation of this trend, 6.5% of the habitat will fall in 2041, as compared to 2016. Receiver Operating Characteridtic (ROC) of the model also specified that the desirability model validity was equal to 0.9558, showing the excellent performance of logistic regression method. In general, this can be an important principle approach preventing from changes in the habitat of wild sheep to other land uses.
伊朗马卡齐省Haftad-Gholleh保护区生境空间变化预测
Haftad-Golleh地区最近发生了许多变化。在这项研究中,通过使用1996年和2016年的陆地卫星图像,将土地利用地图分为四类,包括:农业、牧场、住宅区和岩石。基于人工神经网络(ANN)、马尔可夫链分析和逻辑回归,Idrisi GIS软件中的土地变化建模器(LCM)和栖息地和生物多样性建模器(HBM)模块用于分析土地利用变化和栖息地评估,以预测2016年的土地利用状况。结果显示,1996年至2016年间,该地区景观的大部分变化分别与流失、聚集和创造指标有关;在2016年至2041年期间,它们可以分别与创造和解剖指标有关。栖息地评估显示,与1996年相比,2016年栖息地减少了4.5%。随着这一趋势的持续,与2016年相比,2041年6.5%的栖息地将减少。模型的受试者操作特征(ROC)也表明,期望模型的有效性等于0.9558,显示了逻辑回归方法的良好性能。总的来说,这可能是防止野生绵羊栖息地改变为其他土地用途的重要原则方法。
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