Arid
DOI10.1109/JSTARS.2020.3021386
Adjustment From Temperature Annual Dynamics for Reconstructing Land Surface Temperature Based on Downscaled Microwave Observations
Li, Kangning; Chen, Yunhao; Xia, Haiping; Gong, Adu; Guo, Zheng
通讯作者Chen, YH
来源期刊IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
ISSN1939-1404
EISSN2151-1535
出版年2020
卷号13页码:5272-5283
英文摘要Land surface temperature (LST) is crucial to wide varieties of environmental issues, whereas its low tolerance to cloud contamination greatly challenges its applications. Passive microwave (PMW) measurements are employed to retrieve LST due to its great capability of penetrating clouds. Despite great efforts from previous studies, their further applications are limited by coarse resolution of PMW, uncertainty from cloudy coverage, and less attention on large-scale applications. To address these problems, this article proposes a method combining adjustment from annual temperature circle to reconstruct LST based on downscaled microwave observations over mainland China. In order to conduct a comprehensive and solid accuracy evaluation, the proposed method is validated according to three strategies namely comparing with moderate resolution imaging spectroradiometer (MODIS) LST, ground surface temperature, and in situ observations from the Heihe Watershed Allied Telemetry Experimental Research, respectively. In the strategy 1, mean root mean square error (RMSE) of predicted LST is 2.39 K and 1.33 K at day and night. According to the strategy 2, mean RMSE of MODIS, predicted and merged LST is 4.97 K, 5.07 K, and 4.93 K at daytime, and 2.32 K, 4.57 K, and 3.39 K at nighttime. In the strategy 3, they are 3.75 K, 3.90 K, and 2.87 K at day, and 2.80 K, 3.61 K, and 2.79 K at night. Furthermore, adjustments from annual temperature cycle are discussed. The proposed method is promising in future research for reconstructing LST with high spatiotemporal resolution at large scales thanks to its simple process, high accuracy, and seamless reconstruction.
英文关键词Land surface temperature Clouds Spatiotemporal phenomena MODIS Meteorology Temperature measurement Land surface Annual temperature cycle (ATC) downscaling land surface temperature (LST) passive microwave (PMW)
类型Article
语种英语
开放获取类型gold
收录类别SCI-E
WOS记录号WOS:000571725700002
WOS关键词SIMPLE RETRIEVAL METHOD ; URBAN HEAT-ISLAND ; UNITED-STATES ; ARID AREA ; VALIDATION ; WEATHER ; WATER ; REFINEMENTS ; PREDICTION ; CHINA
WOS类目Engineering, Electrical & Electronic ; Geography, Physical ; Remote Sensing ; Imaging Science & Photographic Technology
WOS研究方向Engineering ; Physical Geography ; Remote Sensing ; Imaging Science & Photographic Technology
来源机构北京师范大学
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/326428
作者单位[Li, Kangning; Chen, Yunhao; Xia, Haiping; Gong, Adu] Beijing Normal Univ, Beijing Key Lab Environm Remote Sensing & Digital, Fac Geog Sci, Beijing 100875, Peoples R China; [Li, Kangning; Chen, Yunhao; Xia, Haiping; Gong, Adu] Beijing Normal Univ, State Key Lab Remote Sensing Sci, Fac Geog Sci, Beijing 100875, Peoples R China; [Guo, Zheng] Natl Satellite Meteorol Ctr, Beijing 100081, Peoples R China
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GB/T 7714
Li, Kangning,Chen, Yunhao,Xia, Haiping,et al. Adjustment From Temperature Annual Dynamics for Reconstructing Land Surface Temperature Based on Downscaled Microwave Observations[J]. 北京师范大学,2020,13:5272-5283.
APA Li, Kangning,Chen, Yunhao,Xia, Haiping,Gong, Adu,&Guo, Zheng.(2020).Adjustment From Temperature Annual Dynamics for Reconstructing Land Surface Temperature Based on Downscaled Microwave Observations.IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING,13,5272-5283.
MLA Li, Kangning,et al."Adjustment From Temperature Annual Dynamics for Reconstructing Land Surface Temperature Based on Downscaled Microwave Observations".IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 13(2020):5272-5283.
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