Worldwide continuous gap-filled MODIS land surface temperature dataset
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Shiff, Shilo
[1
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Helman, David
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Hebrew Univ Jerusalem, Robert H Smith Fac Agr Food & Environm, Inst Environm Sci, Soil & Water Sci Unit, Rehovot, Israel
Hebrew Univ Jerusalem, Adv Sch Environm Sci, Jerusalem, IsraelBar Ilan Univ, Dept Geog & Environm, Ramat Gan, Israel
Helman, David
[2
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Lensky, Itamar M.
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Bar Ilan Univ, Dept Geog & Environm, Ramat Gan, IsraelBar Ilan Univ, Dept Geog & Environm, Ramat Gan, Israel
Lensky, Itamar M.
[1
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[1] Bar Ilan Univ, Dept Geog & Environm, Ramat Gan, Israel
[2] Hebrew Univ Jerusalem, Robert H Smith Fac Agr Food & Environm, Inst Environm Sci, Soil & Water Sci Unit, Rehovot, Israel
[3] Hebrew Univ Jerusalem, Adv Sch Environm Sci, Jerusalem, Israel
Satellite land surface temperature (LST) is vital for climatological and environmental studies. However, LST datasets are not continuous in time and space mainly due to cloud cover. Here we combine LST with Climate Forecast System Version 2 (CFSv2) modeled temperatures to derive a continuous gap filled global LST dataset at a spatial resolution of 1 km. Temporal Fourier analysis is used to derive the seasonality (climatology) on a pixel-by-pixel basis, for LST and CFSv2 temperatures. Gaps are filled by adding the CFSv2 temperature anomaly to climatological LST. The accuracy is evaluated in nine regions across the globe using cloud-free LST (mean values: R-2 = 0.93, Root Mean Square Error (RMSE) = 2.7 degrees C, Mean Absolute Error (MAE) = 2.1 degrees C). The provided dataset contains day, night, and daily mean LST for the Eastern Mediterranean. We provide a Google Earth Engine code and a web app that generates gap filled LST in any part of the world, alongside a pixel-based evaluation of the data in terms of MAE, RMSE and Pearson's r.
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Henan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo, Henan, Peoples R China
Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing, Peoples R ChinaHenan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo, Henan, Peoples R China
Yu, Pei
Zhao, Tianjie
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Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing, Peoples R ChinaHenan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo, Henan, Peoples R China
Zhao, Tianjie
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Shi, Jiancheng
Ran, Youhua
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Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Peoples R ChinaHenan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo, Henan, Peoples R China
Ran, Youhua
Jia, Li
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Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing, Peoples R ChinaHenan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo, Henan, Peoples R China
Jia, Li
Ji, Dabin
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Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing, Peoples R ChinaHenan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo, Henan, Peoples R China
Ji, Dabin
Xue, Huazhu
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Henan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo, Henan, Peoples R ChinaHenan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo, Henan, Peoples R China
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Meteo Romania Natl Meteorol Adm, Bucharest 013686, Romania
Henri Coanda Air Force Acad, Brasov 500187, Romania
Univ Bucharest, Res Inst, Bucharest 050663, Romania
Romanian Assoc Appl Meteorol & Educ, Bucharest 010041, RomaniaMeteo Romania Natl Meteorol Adm, Bucharest 013686, Romania
Cheval, Sorin
Dumitrescu, Alexandru
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Meteo Romania Natl Meteorol Adm, Bucharest 013686, Romania
Univ Bucharest, Res Inst, Bucharest 050663, Romania
Romanian Assoc Appl Meteorol & Educ, Bucharest 010041, RomaniaMeteo Romania Natl Meteorol Adm, Bucharest 013686, Romania