Arid
DOI10.3390/rs13245148
Assessing Satellite, Land Surface Model and Reanalysis Evapotranspiration Products in the Absence of In-Situ in Central Asia
Ochege, Friday Uchenna; Shi, Haiyang; Li, Chaofan; Ma, Xiaofei; Igboeli, Emeka Edwin; Luo, Geping
通讯作者Luo, GP (corresponding author),Chinese Acad Sci, Xinjiang Inst Ecol & Geog, State Key Lab Desert & Oasis Ecol, 818 South Beijing Rd, Urumqi 830011, Peoples R China. ; Luo, GP (corresponding author),Chinese Acad Sci, Res Ctr Ecol & Environm Cent Asia, Urumqi 830011, Peoples R China. ; Luo, GP (corresponding author),Univ Chinese Acad Sci, Beijing 100039, Peoples R China.
来源期刊REMOTE SENSING
EISSN2072-4292
出版年2021
卷号13期号:24
英文摘要Shortfalls in regular evapotranspiration (ET) monitoring and evaluation pose a huge challenge to agricultural water resource distribution in arid Central Asia (CA). In this study, a first detailed regional assessment of GLEAM, ERA5, MERRA2, CLSM and NOAH ET products in CA was performed by systematically implementing the triple collocation (TC) method, in which about 36,936 grid cells for each ET data (within a six-triplet design) were collocated, at 0.25 degrees and with monthly resolutions during 2003-2020. The reliability of the strategy adopted was confirmed in four arid biomes using standard evaluation metrics (R, RMSE and BIAS), and by spatiotemporal cross-validation of the six ET triplets across CA. Results show that the systematic TC method produced more robust ET product assessment metrics with reduced RMSEs compared to the initial ET product validation using in-situ, which showed weak-positive correlation and high negative bias-range (i.e., -21.02 <= BIAS < 16 mm) in the four arid biomes of CA. The spatial cross-validation by TC showed that the magnitude of ET random errors significantly varies, and confirms the systematic biases with site-scale measurements. The highest ET uncertainties by CLSM (27.43%), NOAH (29.16%), MERRA2 (38.28%), ERA5 (36.75), and GLEAM (41%) were more evident in the shrubland, cropland, grassland, cropland again, and desert biomes, respectively. Moreover, error magnitudes in high altitudes (Tianshan Mountain range) are generally lower than in plain-desert areas. All ET products spatially captured ET dynamics over CA, but none simultaneously outperformed the other. These findings are invaluable in the utilization of the assessed ET products in supporting regional water resource management, particularly in CA.
英文关键词evapotranspiration triple collocation arid ecosystem biomes satellite land surface model reanalysis
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:000737411700001
WOS关键词TRIPLE COLLOCATION ; SOIL-MOISTURE ; UNCERTAINTY ; FLUXNET ; GLEAM ; VARIABILITY ; EVAPORATION ; LANDSCAPES ; EUROPE ; ASCAT
WOS类目Environmental Sciences ; Geosciences, Multidisciplinary ; Remote Sensing ; Imaging Science & Photographic Technology
WOS研究方向Environmental Sciences & Ecology ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/375790
作者单位[Ochege, Friday Uchenna; Shi, Haiyang; Ma, Xiaofei; Igboeli, Emeka Edwin; Luo, Geping] Chinese Acad Sci, Xinjiang Inst Ecol & Geog, State Key Lab Desert & Oasis Ecol, 818 South Beijing Rd, Urumqi 830011, Peoples R China; [Ochege, Friday Uchenna; Shi, Haiyang; Ma, Xiaofei; Luo, Geping] Chinese Acad Sci, Res Ctr Ecol & Environm Cent Asia, Urumqi 830011, Peoples R China; [Ochege, Friday Uchenna] Univ Port Harcourt, Dept Geog & Environm Management, PMB 5323 Choba, Port Harcourt 500004, Nigeria; [Shi, Haiyang; Igboeli, Emeka Edwin; Luo, Geping] Univ Chinese Acad Sci, Beijing 100039, Peoples R China; [Shi, Haiyang] Univ Ghent, Dept Geog, B-9000 Ghent, Belgium; [Li, Chaofan] Nanjing Univ Informat Sci & Technol, Sch Geog Sci, Nanjing 210044, Peoples R China; [Igboeli, Emeka Edwin] Univ Nigeria, Dept Geog, Nsukka 410001, Nigeria
推荐引用方式
GB/T 7714
Ochege, Friday Uchenna,Shi, Haiyang,Li, Chaofan,et al. Assessing Satellite, Land Surface Model and Reanalysis Evapotranspiration Products in the Absence of In-Situ in Central Asia[J],2021,13(24).
APA Ochege, Friday Uchenna,Shi, Haiyang,Li, Chaofan,Ma, Xiaofei,Igboeli, Emeka Edwin,&Luo, Geping.(2021).Assessing Satellite, Land Surface Model and Reanalysis Evapotranspiration Products in the Absence of In-Situ in Central Asia.REMOTE SENSING,13(24).
MLA Ochege, Friday Uchenna,et al."Assessing Satellite, Land Surface Model and Reanalysis Evapotranspiration Products in the Absence of In-Situ in Central Asia".REMOTE SENSING 13.24(2021).
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