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Analysis Of Green Space In Chongqing And Nanjing, Cities Of China With Aster Images Using Object-oriented Image Classification And Landscape metric Analysis

机译:基于面向对象图像分类和景观度量分析的重庆市和南京市绿地星图

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Green space is an important urban land use which can enhance the livability of cities. Chinese cities develop rapidly, and increasingly strong emphasis has been put on the provision of better landscape and more green space. We used an object-oriented approach to classify different land covers in Chongqing and Nanjing, two historical Chinese cities. Suitable segmentation levels were selected by locating break points along the variation of selected object variables. Three segmentation levels were identified for each city. Object variables with good discriminatory power were selected to identify different land covers by making use of their spectral, textural and shape properties. Decision tree classifiers were formulated for classifying images into eight land cover classes. Accuracy of object-oriented classification was the highest in Chongqing and ranked second in Nanjing. The result was compared to those of maximum likelihood classification, fuzzy classification and linear unmixing classification. Land covers were then generalized as green space for landscape metric analysis. The fragmented nature of green space was discussed. It was revealed that there existed a general lack of green space in old urban centres. With an increasing distance from city centres, more large patches were found.
机译:绿地是重要的城市土地利用,可以提高城市的宜居性。中国城市发展迅速,人们越来越重视提供更好的景观和更多的绿色空间。我们使用一种面向对象的方法对重庆和南京这两个历史悠久的中国城市的不同土地覆被进行分类。通过沿着所选对象变量的变化定位断点来选择合适的细分级别。为每个城市确定了三个细分级别。选择具有良好区分能力的目标变量,以利用它们的光谱,纹理和形状特性来识别不同的土地覆盖。制定了决策树分类器,以将图像分类为八个土地覆被类别。面向对象分类的准确性在重庆最高,在南京排名第二。将结果与最大似然分类,模糊分类和线性分解分类的结果进行比较。然后将土地覆盖物概括为用于景观度量分析的绿色空间。讨论了绿色空间的零散性质。据透露,旧城区普遍缺少绿地。随着距市中心距离的增加,发现了更多的大块土地。

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