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Remote sensing-based artificial surface cover classification in Asia and spatial pattern analysis 被引量:13

Remote sensing-based artificial surface cover classification in Asia and spatial pattern analysis
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摘要 Artificial surfaces, characterized with intensive land-use changes and complex landscape structures, are important indicators of human impacts on terrestrial ecosystems. Without high-resolution land-cover data at continental scale, it is hard to evaluate the impacts of urbanization on regional climate, ecosystem processes and global environment. This study constructed a hierarchical classification system for artificial surfaces, promoted a remote sensing method to retrieve subpixel components of artificial surfaces from 30-m resolution satellite imageries(Globe Land30) and developed a series of data products of high-precision urban built-up areas including impervious surface and vegetation cover in Asia in 2010. Our assessment, based on multisource data and expert knowledge, showed that the overall accuracy of classification was 90.79%. The mean relative error for the impervious surface components of cities was 0.87. The local error of the extracted information was closely related to the heterogeneity of urban buildings and vegetation in different climate zones. According to our results, the urban built-up area was 18.18×104 km2, accounting for 0.59% of the total land surface areas in Asia; urban impervious surfaces were 11.65×104 km2, accounting for 64.09% of the total urban built-up area in Asia. Vegetation and bare soils accounted for 34.56% of the urban built-up areas. There were three gradients: a concentrated distribution, a scattered distribution and an indeterminate distribution from east to west in terms of spatial pattern of urban impervious surfaces. China, India and Japan ranked as the top three countries with the largest impervious surface areas, which respectively accounted for 32.77%, 16.10% and 11.93% of the urban impervious surface area of Asia. We found the proportions of impervious surface and vegetation cover within urban built-up areas were closely related to the economic development degree of the country and regional climate environment. Built-up areas in developed countries had relatively Artificial surfaces, characterized with intensive land-use changes and complex landscape structures, are important indicators of human impacts on terrestrial ecosystems. Without high-resolution land-cover data at continental scale, it is hard to evaluate the impacts of urbanization on regional climate, ecosystem processes and global environment. This study constructed a hierarchical classification system for artificial surfaces, promoted a remote sensing method to retrieve subpixel components of artificial surfaces from 30-m resolution satellite imageries (GlobeLand30) and developed a series of data products of high-precision urban built-up areas including impervious surface and vegetation cover in Asia in 2010. Our assessment, based on multisource data and expert knowledge, showed that the overall accuracy of classification was 90.79%. The mean relative error for the impervious surface components of cities was 0.87. The local error of the extracted information was closely related to the heterogeneity of urban buildings and vegetation in different climate zones. According to our results, the urban built-up area was 18.18×10^4 km2, accounting for 0.59% of the total land surface areas in Asia; urban impervious surfaces were 11.65×10^4 km2, accounting for 64.09% of the total urban built-up area in Asia. Vegetation and bare soils accounted for 34.56% of the urban built-up areas. There were three gradients: a concentrated distribution, a scattered distribution and an indeterminate distribution from east to west in terms of spatial pattern of urban impervious surfaces. China, India and Japan ranked as the top three countries with the largest impervious surface areas, which respectively accounted for 32.77%, 16.10% and 11.93% of the urban impervious surface area of Asia. We found the proportions of impervious surface and vegetation cover within urban built-up areas were closely related to the economic development degree of the country and regional climate envi- ronment. Built-up areas in developed countries had
作者 KUANG WenHui CHEN LiJun LIU JiYuan XIANG WeiNing CHI WenFeng LU DengSheng YANG TianRong PAN Tao LIU AiLin KUANG WenHui;CHEN LiJun;LIU JiYuan;XIANG WeiNing;CHI WenFeng;LU DengSheng;YANG TianRong;PAN Tao;LIU AiLin(Key Laboratory of Land Surface Pattern and Simulation, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;National Geomatics Center of China, Beijing 100830, China;School of Ecological and Environmental Sciences, East China Normal University, Shanghai 200241, China;University of North Carolina at Charlotte, NC 28223, USA;School of Environmental & Resource Sciences, Zhejiang A&F University, Hangzhou 311300, China;Michigan State University, East Lansing, M148823, USA;State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi 830011, China;College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China)
出处 《Science China Earth Sciences》 SCIE EI CAS CSCD 2016年第9期1720-1737,共18页 中国科学(地球科学英文版)
基金 financially supported by the National Natural Science Foundation of China (Grant Nos. 41371408 & 41371409) the National High Technology Research and Development Program of China (Grant No. 2013AA122802) the State Key Development Program for Basic Research of China (Grant No. 413714082014CB954302)
关键词 Artificial surface cover CITY Impervious surface Vegetation cover Remote sensing classification ASIA 空间格局分析 分类体系 遥感方法 亚洲 人工 地表覆盖 城市建成区 土地集约利用
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