Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.3390/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 |
EISSN | 2072-4292 |
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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