Detecting China's Urban Expansion Over the Past Three Decades Using Nighttime Light Data

被引:88
作者
Xiao, Pengfeng [1 ,2 ,3 ]
Wang, Xiaohui [1 ,2 ,3 ]
Feng, Xuezhi [1 ,2 ,3 ]
Zhang, Xueliang [1 ,2 ,3 ]
Yang, Yongke [1 ,2 ,3 ]
机构
[1] Nanjing Univ, Jiangsu Prov Key Lab Geog Informat Sci & Technol, Nanjing 210023, Jiangsu, Peoples R China
[2] Nanjing Univ, Key Lab Satellite Mapping Technol & Applicat, State Adm Surveying Mapping & Geoinformat China, Nanjing 210023, Jiangsu, Peoples R China
[3] Nanjing Univ, Dept Geog Informat Sci, Nanjing 210023, Jiangsu, Peoples R China
关键词
Change detection algorithms; land surface; remote sensing; support vector machines (SVMs); urban areas; SPATIOTEMPORAL DYNAMIC PATTERN; URBANIZATION DYNAMICS; CITY LIGHTS; LAND EXPANSION; RIVER DELTA; POPULATION; GROWTH; GIS; IMPACT; IMAGES;
D O I
10.1109/JSTARS.2014.2302855
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
China has experienced a rapid urban expansion over the past three decades because of its accelerated economic growth. In this study, we detected and analyzed the urban expansion of China during this period using multi-temporal Defense Meteorological Satellite Program Operational Linescan System (DMSP-OLS) nighttime light data and multi-source Normalized Difference Vegetation Index (NDVI) data. First, an intercalibration was performed to improve the continuity and comparability of the nighttime light data from 1992 to 2010. The nighttime light and NDVI data were then subjected to a local support vector machine (SVM) based region-growing method to extract the urban areas from 1992 to 2010. The urban areas from 1981 to 1991 were identified using the areas in 1992 and NDVI data, based on the hypothesis that China's urban expansion continued during this period. Finally, the extracted time-series urban maps were validated with Landsat images. The proposed local SVM-based region-growing method performed better than a local thresholding method and a global SVM-based region-growing method according to visual and quantitative comparisons of the urban boundaries and areas. We also analyzed the expansion rates to understand the dynamics of the urban areas in China and in its seven economic regions. In particular, the urban expansion patterns were investigated in three typical urban agglomerations, i.e., Beijing-Tianjin-Hebei, Yangtze River Delta, and Pearl River Delta. The proposed urban expansion direction, urban expansion intensity, and relative ratio of urban expansion demonstrated the regional variation among the three urban agglomerations.
引用
收藏
页码:4095 / 4106
页数:12
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