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Application of gray clustering method in the ecological classification of the cities in China

机译:灰色聚类法在中国城市生态分类中的应用

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For the vast territory and the huge differences amongst cities in China, there is an urgent need to carry out research on the division of regional eco-types of cities, so that eco-city construction can be conducted to suit the local conditions. However, almost all the previous classification research is qualitative, such as experience summary and construction mode induction. In this paper, an ecological classification of the cities in China has been obtained by the comparing the effects of six methods: gray clustering, fuzzy clustering, the coefficient of mode ratio, comprehensive index, systematical clustering and k-means clustering. The research results show that: (1) compared with the other five clustering methods, the gray clustering is the best method for the eco-city classification. The classification based on gray clustering method performs better in the interpretation of regional ecological background and urban evolution, and the classification based on coefficient of mode ratio performs better in describing urban comprehensive conditions. (2) There are huge differences among cities in China in terms of regional ecological backgrounds, urban evolution and urban comprehensive conditions. Therefore, we should constitute the measures of development, management and control more locally, to enhance the operability of the eco-city ideology, and protect the special individual characters of different cities.
机译:由于中国幅员辽阔,城市之间存在巨大差异,因此迫切需要对区域城市生态类型的划分进行研究,以便根据当地情况进行生态城市建设。但是,几乎所有以前的分类研究都是定性的,例如经验总结和构造模式归纳。通过比较灰色聚类,模糊聚类,模式比系数,综合指数,系统聚类和k均值聚类六种方法的效果,获得了中国城市的生态分类。研究结果表明:(1)与其他五种聚类方法相比,灰色聚类是生态城市分类的最佳方法。基于灰色聚类的分类方法在解释区域生态背景和城市演化方面表现较好,而基于振型比系数的分类方法在描述城市综合状况方面的分类效果更好。 (2)中国城市之间在区域生态背景,城市演变和城市综合条件方面存在巨大差异。因此,我们应该在更多地方制定发展,管理和控制的措施,以增强生态城市意识形态的可操作性,并保护不同城市的特殊个性。

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