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Applying a Hybrid Model of Markov Chain and Logistic Regression to Identify Future Urban Sprawl in Abouelreesh, Aswan: A Case Study

机译:应用马尔可夫链和逻辑回归的混合模型确定阿斯旺阿布埃雷什的未来城市扩张:一个案例研究

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Urban sprawl has become a very complex process, because it has many factors affecting its directions and values. The study of relative research shows that the driving forces that lead and redirect future urban sprawl require the application of a statistical method. In our study, logistic regressions were used to analyze and class the driving forces for urban sprawl. Identifying the driving forces, which is the most important step in predicting the future of urban sprawl in 2037, was performed using the cellular automata models. This study takes the Aswan area as a case study in the period from 2001 to 2013 by analyzing the official detailed plan and Google Earth historical imagery. Almost all data was prepared for logistic regression analysis using ArcGIS software and IDRISI ? Selva. In our study, a hybrid model of the Markov chain and logistic regression models was applied to identify future urban sprawl in 2037. The findings of this paper simulate the increase in urban area over 24 years from 1.85 to 2.59 km 2 . These findings highlight the growing risks of urban sprawl and the difficulties opposing the sustainable urban development plans officially proposed for this area.
机译:城市扩张已经成为一个非常复杂的过程,因为它有许多影响城市发展方向和价值的因素。相关研究表明,导致和引导未来城市蔓延的驱动力需要采用统计方法。在我们的研究中,逻辑回归用于分析和分类城市扩张的驱动力。使用元胞自动机模型确定驱动力,这是预测2037年城市蔓延未来的最重要步骤。通过分析官方详细计划和Google Earth历史图像,本研究以2001年至2013年的阿斯旺地区为案例。几乎所有数据都准备使用ArcGIS软件和IDRISI?进行逻辑回归分析。塞尔瓦在我们的研究中,将马尔可夫链和逻辑回归模型的混合模型用于确定2037年未来的城市扩张。本文的发现模拟了24年内城市面积从1.85 km增加到2.59 km 2。这些发现凸显了城市蔓延的风险日益增加,以及该地区正式提出的反对可持续城市发展计划的困难。

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