Spatial pattern of impervious surfaces and their impacts on land surface temperature in Beijing, China

被引:203
作者
Xiao Rong-bo
Ouyang Zhi-yun [1 ]
Zheng Hua
Li Wei-feng
Schienke, Erich W.
Wang Xiao-ke
机构
[1] Chinese Acad Sci, State Key Lab Urban & Reg Ecol Environm Sci, Beijing 100085, Peoples R China
[2] Rensselaer Polytech Inst, Dept Sci & Technol Studies, Troy, NY 12180 USA
关键词
urban heat islands; urban land cover; normalized difference vegetation index (NDVI); climate mitigation; regression tree;
D O I
10.1016/S1001-0742(07)60041-2
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Land surface temperature (LST), which is heavily influenced by urban surface structures, is a significant parameter in urban environmental analysis. This study examined the effect impervious surfaces (IS) spatial patterns have on LST in Beijing, China. A classification and regression tree model (CART) was adopted to estimate IS as a continuous variable using Landsat images from two seasons combined with QuickBird. LST was retrieved from the Landsat Thematic Mapper (TM) image to examine the relationships between IS and LST. The results revealed that CART was capable of consistently predicting LST with acceptable accuracy (correlation coefficient of 0.94 and the average error of 8.59%). Spatial patterns of IS exhibited changing gradients across the various urban-rural transects, with LST values showing a concentric shape that increased as you moved from the outskirts towards the downtown areas. Transect analysis also indicated that the changes in both IS and LST patterns were similar at various resolution levels, which suggests a distinct linear relationship between them. Results of correlation analysis further showed that IS tended to be positively correlated with LST, and that the correlation coefficients increased from 0.807 to 0.925 with increases in IS pixel size. The findings identified in this study provide a theoretical basis for improving urban planning efforts to lessen urban temperatures and thus dampen urban heat island effects.
引用
收藏
页码:250 / 256
页数:7
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