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Modelling Urban Expansion in the Greater Cairo Metropolitan Region

机译:建模城市扩张在大开罗大都市地区

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The main goal of this paper was to apply logistic regression for modeling urban sprawl in the Greater Cairo Metropolitan Region (GCMR) in a GIS environment and to find the driving factors. Land-use data of GCMR were derived from the 2004, and 2013 satellite images. Seven driving factors were applied in this model: distances to nearest existing urban uses, distance to major roads, distance to CBD, distance to County centers, distance to Nile River, and cost distance to main urban centers. The most significant factors according to the analysis were neighborhood factors, local urban centers, and accessibility factors of distances to urban uses and major roads. The factors were evaluated using data derived from existing maps and remotely sensed data. Logistic regression analysis was carried out in 60 m resolution data, a map of urban sprawl probability was estimated from that analysis. Data from 2004-2013 were applied for results validation by the relative operating characteristic (ROC) method. The validation results pointed out high accuracy rates for the north, middle, and south sectors of the study area.
机译:本文的主要目标是在GIS环境中应用用于在大型开罗大都市区(GCMR)中的城市蔓延的逻辑回归,并找到驱动因素。 GCMR的土地使用数据来自2004年和2013年卫星图像。本型号应用七种驾驶因素:距离最近的城市用途,到主要道路的距离,到CBD的距离,距离县中心的距离,到尼罗河的距离,以及与主要城市中心的距离。根据分析的最重要因素是邻里因素,当地城市中心和城市使用距离的可访问因素和主要道路。使用从现有地图和远程感测数据派生的数据进行评估因素。在60米的分辨率数据中进行了逻辑回归分析,从该分析估计了城市蔓延概率的地图。通过相对操作特征(ROC)方法应用2004 - 2013年的数据。验证结果指出了研究区北,中部和南部的高精度率。

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