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URBAN IMPERVIOUS SURFACE EXTRACTION BASED ON REMOTE SENSING IMAGES

机译:基于遥感图像的城市防渗表面提取

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摘要

Urban planning and constructions affect spatial patterns of urban impervious surfaces, which in turn modify the urban environment and affect human-environment interactions. Impervious surfaces can redistribute precipitation patterns, and the perviousness–imperviousness ratio is considered as one important indicator for assessing the degree of urbanization and the quality of urban eco-environment. The spatial distribution and dynamics of impervious surfaces contribute to better understand urbanization and its impacts on regional or urban hydrological environment, surface temperature balance and biodiversity, etc. Hengqin new area is located in Hengqin island, south of Zhuhai city, adjacent to Hong Kong and Macao. It was officially established as a free trade zone in 2009. Due to the rapid development of Hengqin in recent years, this paper discusses Landsat8 imagery of time series in mapping impervious surfaces, and analysis the changes of impervious surface in Hengqin from 2013 to 2018. Support vector machine (SVM) is a classical classifier that is supervised learning models and that use related learning algorithms to analyze data for classification and regression analysis (Vapnik, 1995). In this paper, we obtain the impervious surface distribution via SVM and get good accuracy. The impervious surface distribution of Hengqin in six years show that the quickly improve of urbanization level. However, with the development of urbanization, the impervious surface has not changed dramatically, which shows that the decision-making of urban managers is correct. After the urbanization construction in Hengqin, it is still an ecological island.
机译:城市规划和建筑影响城市不透水表面的空间模式,反过来改变城市环境并影响人类环境互动。不透水的表面可以重新分配降水模式,易受透明的比例被认为是评估城市化程度和城市生态环境质量的重要指标。不透水表面的空间分布和动态有助于更好地了解城市化和对区域或城市水文环境的影响,表面温度平衡和生物多样性等。横琴新区位于珠海市以南,毗邻香港和香港澳门。它于2009年被正式成立于自由贸易区。由于近年来横琴的快速发展,本文讨论了LANDSAT8在绘制不透水表面中的时间序列的图像,从2013到2018年分析了横琴渗透面的变化。支持向量机(SVM)是一个经典分类器,该分类器是监督学习模型,并使用相关的学习算法来分析分类和回归分析数据(VAPNIK,1995)。在本文中,我们通过SVM获得不透水的表面分布并获得良好的准确性。六年横琴的不受水平的表面分布表明,城市化水平迅速提高。然而,随着城市化的发展,不透水的表面并没有显着变化,这表明城市管理人员的决策是正确的。在横琴的城市化建设之后,它仍然是一个生态岛屿。

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