Applied Sciences · 2019 · 14 citations · 54 references
Natural SciencesGeographyGeoinformaticsRemote SensingSpatial AnalysisSpatial Data AnalysisRemote Sensing Image AnalysisThermal Remote SensingUrban ClimateUrban ClimatologyUrban Heat IslandsUrban Remote SensingCorrelation AnalysisLand Surface Temperature MappingLand Surface Temperature RetrievalsSurface TemperatureUrban Heat Island EffectsUrban Heat Island MappingUrban Impervious SurfacesUrban Thermal Mapping
The urban heat island (UHI) is one of the essential phenomena of the modern urban climate. In recent years, urbanization in China has gradually accelerated, and the heat island effect has also intensified as the urban impervious surface area and the number of buildings is increasing. Urban building density (UBD) is one of the main factors affecting UHI, but there is little discussion on the relationship between the two. This paper takes Hefei as the research area, combines UBD data estimated by Luojia1-01 night-time light (NTL) imagery as the research object with land surface temperature (LST) data obtained from Landsat8 images, and carries out spatial correlation analysis on 0.5 × 0.5 km to 2 × 2 km resolution for them, so as to explore the relationship between UBD and UHI. The results show the following: (1) Luojia1-01 data have a good ability to estimate UBD and have fewer errors when compared with the actual UBD data; (2) At the four spatial scales, UBD and LST present a significant positive correlation that increases with the enlargement of the spatial scale; and (3) Moreover, the fitting effect of the Geographically Weighted Regression (GWR) model is better than that of the ordinary least squares (OLS) regression model.
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Magnitude of urban heat islands largely explained by climate and population
Gabriele Manoli, Simone Fatichi, Markus Schläpfer et al. · Nature · 2019 · 1.2K citations · Full text
Xiaolei Yu, Xulin Guo, Zhaocong Wu · Remote Sensing · 2014 · 836 citations · Full text