SPATIAL DOWNSCALING OF LAND SURFACE TEMPERATURE BASED ON SURFACE ENERGY BALANCE

被引:2
|
作者
Hu, Yongxin [1 ]
Tang, Ronglin [1 ,2 ]
Jiang, Xiaoguang [1 ,3 ]
Li, Zhao-Liang [2 ,4 ]
Jiang, Yazhen [1 ,2 ]
Liu, Meng [4 ]
机构
[1] Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China
[2] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China
[3] Chinese Acad Sci, Acad Optoelect, Key Lab Quantitat Remote Sensing Informat Technol, Beijing 100094, Peoples R China
[4] Chinese Acad Agr Sci, Inst Agr Resources & Reg Planning, Minist Agr, Key Lab Agr Remote Sensing, Beijing 100081, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Spatial downscaling; land surface temperature; surface energy balance;
D O I
10.1109/IGARSS39084.2020.9323945
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Fine spatial resolution land surface temperature (LST) data derived from a thermal infrared remote sensing image are essential to the study of land surface energy, water and carbon cycles. As an alternative and effective way to obtain fine spatial resolution LST, a large number of LST downscaling methods have been proposed in recent decades to enhance coarse resolution LST to fine resolution. However, the drawbacks of the random selection of scaling factors and the establishment of statistical regression relationships are obvious. In this context, a general and physical LST downscaling method based on surface energy balance (DTsEB) is proposed in this study. Moderate Resolution Imaging Spectroradiometer (MODIS) LST data at 990 m spatial resolution were downscaled to 90 m by using this new proposed SEB-based LST downscaling method in this study. Compared with the concurrent 90 m resolution Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) LST data, the downscaled results have a mean absolute error (MAE) of 1.37 K and a root mean square error (RMSE) of 1.84 K.
引用
收藏
页码:4926 / 4929
页数:4
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