Seasonal Variations of Daytime Land Surface Temperature and Their Underlying Drivers over Wuhan, China

被引:59
作者
Chen, Liang [1 ,2 ]
Wang, Xuelei [1 ]
Cai, Xiaobin [1 ]
Yang, Chao [1 ]
Lu, Xiaorong [1 ]
机构
[1] Chinese Acad Sci, Innovat Acad Precis Measurement Sci & Technol, Key Lab Environm & Disaster Monitoring & Evaluat, Wuhan 430077, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
land surface temperature; Landsat time-series data; driving factors; geographical detector model; Wuhan City;
D O I
10.3390/rs13020323
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Rapid urbanization greatly alters land surface vegetation cover and heat distribution, leading to the development of the urban heat island (UHI) effect and seriously affecting the healthy development of cities and the comfort of living. As an indicator of urban health and livability, monitoring the distribution of land surface temperature (LST) and discovering its main impacting factors are receiving increasing attention in the effort to develop cities more sustainably. In this study, we analyzed the spatial distribution patterns of LST of the city of Wuhan, China, from 2013 to 2019. We detected hot and cold poles in four seasons through clustering and outlier analysis (based on Anselin local Moran's I) of LST. Furthermore, we introduced the geographical detector model to quantify the impact of six physical and socio-economic factors, including the digital elevation model (DEM), index-based built-up index (IBI), modified normalized difference water index (MNDWI), normalized difference vegetation index (NDVI), population, and Gross Domestic Product (GDP) on the LST distribution of Wuhan. Finally, to identify the influence of land cover on temperature, the LST of croplands, woodlands, grasslands, and built-up areas was analyzed. The results showed that low temperatures are mainly distributed over water and woodland areas, followed by grasslands; high temperatures are mainly concentrated over built-up areas. The maximum temperature difference between land covers occurs in spring and summer, while this difference can be ignored in winter. MNDWI, IBI, and NDVI are the key driving factors of the thermal values change in Wuhan, especially of their interaction. We found that the temperature of water area and urban green space (woodlands and grasslands) tends to be 5.4 degrees C and 2.6 degrees C lower than that of built-up areas. Our research results can contribute to the urban planning and urban greening of Wuhan and promote the healthy and sustainable development of the city.
引用
收藏
页码:1 / 22
页数:22
相关论文
共 106 条
[91]  
Xie QJ, 2012, J FOOD AGRIC ENVIRON, V10, P803
[92]   The Impacts of Rapid Urbanization on the Thermal Environment: A Remote Sensing Study of Guangzhou, South China [J].
Xiong, Yongzhu ;
Huang, Shaopeng ;
Chen, Feng ;
Ye, Hong ;
Wang, Cuiping ;
Zhu, Changbai .
REMOTE SENSING, 2012, 4 (07) :2033-2056
[93]   A new index for delineating built-up land features in satellite imagery [J].
Xu, H. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2008, 29 (14) :4269-4276
[94]   Modification of normalised difference water index (NDWI) to enhance open water features in remotely sensed imagery [J].
Xu, Hanqiu .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2006, 27 (14) :3025-3033
[95]  
[杨建新 Yang Jianxin], 2019, [资源科学, Resources Science], V41, P701
[96]   How the landscape features of urban green space impact seasonal land surface temperatures at a city-block-scale: An urban heat island study in Beijing, China [J].
Yao, Lei ;
Li, Tong ;
Xu, Mingxue ;
Xu, Ying .
URBAN FORESTRY & URBAN GREENING, 2020, 52
[97]   Effects of urban form on the urban heat island effect based on spatial regression model [J].
Yin, Chaohui ;
Yuan, Man ;
Lu, Youpeng ;
Huang, Yaping ;
Liu, Yanfang .
SCIENCE OF THE TOTAL ENVIRONMENT, 2018, 634 :696-704
[98]   Using Local Moran's I to identify contamination hotspots of rare earth elements in urban soils of London [J].
Yuan, Yumin ;
Cave, Mark ;
Zhang, Chaosheng .
APPLIED GEOCHEMISTRY, 2018, 88 :167-178
[99]   Use of local Moran's I and GIS to identify pollution hotspots of Pb in urban soils of Galway, Ireland [J].
Zhang, Chaosheng ;
Luo, Lin ;
Xu, Weilin ;
Ledwith, Valerie .
SCIENCE OF THE TOTAL ENVIRONMENT, 2008, 398 (1-3) :212-221
[100]   Exploring Annual Urban Expansions in the Guangdong-Hong Kong-Macau Greater Bay Area: Spatiotemporal Features and Driving Factors in 1986-2017 [J].
Zhang, Jie ;
Yu, Le ;
Li, Xuecao ;
Zhang, Chenchen ;
Shi, Tiezhu ;
Wu, Xiangyin ;
Yang, Chao ;
Gao, Wenxiu ;
Li, Qingquan ;
Wu, Guofeng .
REMOTE SENSING, 2020, 12 (16)