Mapping global urban boundaries from the global artificial impervious area (GAIA) data

被引:445
作者
Li, Xuecao [1 ]
Gong, Peng [2 ,3 ,4 ,5 ]
Zhou, Yuyu [1 ]
Wang, Jie [6 ,7 ]
Bai, Yuqi [2 ,3 ,4 ]
Chen, Bin [8 ]
Hu, Tengyun [9 ]
Xiao, Yixiong [4 ]
Xu, Bing [2 ,3 ,4 ]
Yang, Jun [2 ,3 ,4 ]
Liu, Xiaoping [10 ]
Cai, Wenjia [2 ,3 ,4 ]
Huang, Huabing [11 ]
Wu, Tinghai [12 ]
Wang, Xi [7 ]
Lin, Peng [4 ]
Li, Xun [10 ]
Chen, Jin [13 ]
He, Chunyang [14 ]
Li, Xia [15 ,16 ]
Yu, Le [2 ,3 ,4 ]
Clinton, Nicholas [17 ]
Zhu, Zhiliang [18 ]
机构
[1] Iowa State Univ, Dept Geol & Atmospher Sci, Ames, IA 50011 USA
[2] Tsinghua Univ, Dept Earth Syst Sci, Key Lab Earth Syst Modeling, Minist Educ, Beijing 100084, Peoples R China
[3] Tsinghua Univ, Ctr Hlth Cities, Inst China Sustainable Urbanizat, Beijing 100084, Peoples R China
[4] Tsinghua Univ, Tsinghua Urban Inst, Beijing 100084, Peoples R China
[5] Univ Calif Berkeley, Dept Environm Sci Policy & Management, Berkeley, CA 94720 USA
[6] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
[7] Tsinghua Univ, Cross Strait Inst, AI Earth Lab, Beijing 100084, Peoples R China
[8] Univ Calif Davis, Dept Land Air & Water Resources, Davis, CA 95616 USA
[9] Beijing Municipal Inst City Planning & Design, Beijing 100045, Peoples R China
[10] Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou 510275, Peoples R China
[11] Sun Yat Sen Univ, Sch Geospatial Engn & Sci, Guangzhou 510275, Peoples R China
[12] Tsinghua Univ, Sch Architecture, Beijing 100084, Peoples R China
[13] Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
[14] Beijing Normal Univ, Ctr Human Environm Syst Sustainabil, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
[15] East China Normal Univ, Sch Geog Sci, Shanghai 200241, Peoples R China
[16] East China Normal Univ, Key Lab Geog Informat Sci, Minist Educ, Shanghai 200241, Peoples R China
[17] Google LLC, Mountain View, CA 94043 USA
[18] US Geol Survey, Reston, VA 20192 USA
关键词
cellular automata; nighttime light; kernel density; multi-temporal; urban clusters; GEE; DYNAMICS; 1985-2015; LANDSAT IMAGES; BEIJING CITY; TIME-SERIES; GROWTH; URBANIZATION; CHINA; DENSITY; FRAMEWORK; RECORD;
D O I
10.1088/1748-9326/ab9be3
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Urban boundaries, an essential property of cities, are widely used in many urban studies. However, extracting urban boundaries from satellite images is still a great challenge, especially at a global scale and a fine resolution. In this study, we developed an automatic delineation framework to generate a multi-temporal dataset of global urban boundaries (GUB) using 30 m global artificial impervious area (GAIA) data. First, we delineated an initial urban boundary by filling inner non-urban areas of each city. A kernel density estimation approach and cellular-automata based urban growth modeling were jointly used in this step. Second, we improved the initial urban boundaries around urban fringe areas, using a morphological approach by dilating and eroding the derived urban extent. We implemented this delineation on the Google Earth Engine platform and generated a 30 m resolution global urban boundary dataset in seven representative years (i.e. 1990, 1995, 2000, 2005, 2010, 2015, and 2018). Our extracted urban boundaries show a good agreement with results derived from nighttime light data and human interpretation, and they can well delineate the urban extent of cities when compared with high-resolution Google Earth images. The total area of 65 582 GUBs, each of which exceeds 1 km(2), is 809 664 km(2)in 2018. The impervious surface areas account for approximately 60% of the total. From 1990 to 2018, the proportion of impervious areas in delineated boundaries increased from 53% to 60%, suggesting a compact urban growth over the past decades. We found that the United States has the highest per capita urban area (i.e. more than 900 m(2)) among the top 10 most urbanized nations in 2018. This dataset provides a physical boundary of urban areas that can be used to study the impact of urbanization on food security, biodiversity, climate change, and urban health. The GUB dataset can be accessed from http://data.ess.tsinghua.edu.cn.
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页数:11
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