Exploring Spatiotemporal Variations in Land Surface Temperature Based on Local Climate Zones in Shanghai from 2008 to 2020

被引:5
|
作者
Hou, Xinyan [1 ]
Xie, Xuan [1 ]
Bagan, Hasi [1 ,2 ]
Chen, Chaomin [1 ]
Wang, Qinxue [2 ]
Yoshida, Takahiro [3 ]
机构
[1] Shanghai Normal Univ, Sch Environm & Geog Sci, Shanghai 200234, Peoples R China
[2] Natl Inst Environm Studies, Reg Environm Conservat Div, Tsukuba 3058506, Japan
[3] Univ Tokyo, Ctr Spatial Informat Sci, Kashiwa 2778568, Japan
基金
中国国家自然科学基金;
关键词
local climate zone; land surface temperature; spatial statistical analysis; random forest; optical imagery; SAR data; SPATIAL ASSOCIATION; URBAN;
D O I
10.3390/rs15123106
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Understanding changes in urban internal structure and land surface temperature (LST) is essential. The local climate zone (LCZ) scheme has been extensively applied to characterize urban spatial structure, which has potential for urban climate research. We combined optical imagery and synthetic aperture radar (SAR) data (Landsat-5 and PALSAR for 2008; Sentinel-2 and PALSAR-2 for 2020) to map the LCZs in Shanghai, China. The results showed that the areas of open high-rise and open mid-rise buildings significantly increased from 2008 to 2020. Then, we investigated the spatiotemporal variations in LST based on the LCZ data from 2008 to 2020 using the grid method. The mean daytime LST (obtained from Landsat-5 and Landsat-8) was higher in 2020 than in 2008 for each LCZ type in spring. The mean daytime LSTs of compact mid-rise, compact low-rise, large low-rise and heavy industry zones were higher than those of other LCZ types in spring and summer. The mean nighttime LST (obtained from ASTER) in the downtown area was higher than that in the suburbs in summer. Furthermore, the mean nighttime LST of the built types was also generally higher than that of the natural types in summer. A comparison of the mean daytime LSTs in 2008 and 2020 revealed that the expansion trend of the higher LST areas in spring and summer is consistent with the expansion areas of the mid-rise and high-rise built types.
引用
收藏
页数:17
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