Regional Actual Evapotranspiration Estimation with Land and Meteorological Variables Derived from Multi-Source Satellite Data

被引:35
|
作者
Wu, Bingfang [1 ,2 ]
Zhu, Weiwei [1 ]
Yan, Nana [1 ]
Xing, Qiang [1 ]
Xu, Jiaming [1 ,2 ]
Ma, Zonghan [1 ,2 ]
Wang, Linjiang [1 ,2 ]
机构
[1] Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing 100094, Peoples R China
[2] Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100190, Peoples R China
关键词
evapotranspiration; remote sensing; surface energy balance; Heihe River Basin; ENERGY-BALANCE; SOLAR-RADIATION; HEAT-FLUX; SURFACE-TEMPERATURE; EDDY-COVARIANCE; RIVER-BASIN; TERRESTRIAL EVAPOTRANSPIRATION; AERODYNAMIC ROUGHNESS; SOIL-MOISTURE; MODIS;
D O I
10.3390/rs12020332
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Evapotranspiration (ET) is one of the components in the water cycle and the surface energy balance systems. It is fundamental information for agriculture, water resource management, and climate change research. This study presents a scheme for regional actual evapotranspiration estimation using multi-source satellite data to compute key land and meteorological variables characterizing land surface, soil, vegetation, and the atmospheric boundary layer. The algorithms are validated using ground observations from the Heihe River Basin of northwest China. Monthly data estimates at a resolution of 1 km from the proposed algorithms compared well with ground observation data, with a root mean square error (RMSE) of 0.80 mm and a mean relative error (MRE) of -7.11%. The overall deviation between the average yearly ET derived from the proposed algorithms and ground-based water balance measurements was 9.44% for a small watershed and 1% for the entire basin. This study demonstrates that both accuracy and spatial depiction of actual evapotranspiration estimation can be significantly improved by using multi-source satellite data to measure the required land surface and meteorological variables. This reduces dependence on spatial interpolation of ground-derived meteorological variables which can be problematic, especially in data-sparse regions, and allows the production of region-wide ET datasets.
引用
收藏
页数:23
相关论文
共 50 条
  • [41] Basin-wide actual evapotranspiration estimation using NOAA/AVHRR satellite data
    Loukas, A
    Vasiliades, L
    Domenikiotis, C
    Dalezios, NR
    PHYSICS AND CHEMISTRY OF THE EARTH, 2005, 30 (1-3) : 69 - 79
  • [42] Regional Forest Carbon Stock Estimation Based on Multi-Source Data and Machine Learning Algorithms
    Zheng, Mingwei
    Wen, Qingqing
    Xu, Fengya
    Wu, Dasheng
    FORESTS, 2025, 16 (03):
  • [43] Assessment of Water Use in Pan-Eurasian and African Continents by ETMonitor with Multi-Source Satellite Data
    Zheng, Chaolei
    Jia, Li
    Hu, Guangcheng
    Menenti, Massimo
    Lu, Jing
    Zhou, Jie
    Wang, Kun
    Li, Zhansheng
    INTERNATIONAL SYMPOSIUM ON EARTH OBSERVATION FOR ONE BELT AND ONE ROAD (EOBAR), 2017, 57
  • [44] Regional Soil Moisture Estimation Leveraging Multi-Source Data Fusion and Automated Machine Learning
    Li, Shenglin
    Zhu, Pengyuan
    Song, Ni
    Li, Caixia
    Wang, Jinglei
    REMOTE SENSING, 2025, 17 (05)
  • [45] Multi-source remotely sensed data fusion for improving land cover classification
    Chen, Bin
    Huang, Bo
    Xu, Bing
    ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2017, 124 : 27 - 39
  • [46] Modeling actual evapotranspiration with routine meteorological variables in the data-scarce region of the Tibetan Plateau: Comparisons and implications
    Ma, Ning
    Zhang, Yinsheng
    Xu, Chong-Yu
    Szilagyi, Jozsef
    JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES, 2015, 120 (08) : 1638 - 1657
  • [47] Estimation of regional evapotranspiration in the extended Salado Basin (Argentina) from satellite gravity measurements
    Cesanelli, Andres
    Guarracino, Luis
    HYDROGEOLOGY JOURNAL, 2011, 19 (03) : 629 - 639
  • [48] Analysis of actual evapotranspiration changes in China based on multi-source data and assessment of the contribution of driving factors using an extended Budyko framework
    Su, Tao
    Wang, Shuting
    Sun, Siyuan
    Feng, Taichen
    Huang, Bicheng
    Ma, Qianrong
    Li, Shuping
    Feng, Guolin
    THEORETICAL AND APPLIED CLIMATOLOGY, 2024, 155 (03) : 1653 - 1666
  • [49] Estimation of evapotranspiration of "soil-vegetation" system with a scheme combining a dual-source model and satellite data assimilation
    Cui, Yaokui
    Jia, Li
    JOURNAL OF HYDROLOGY, 2021, 603
  • [50] Comparison of Methods for Estimation of Regional Actual Evapotranspiration in Data Scarce Regions: Blue Nile Region, Eastern Sudan
    El Tahir, M. El Haj
    Wang Wenzhong
    Xu, C. -Y.
    Zhang Youjing
    Singh, V. P.
    JOURNAL OF HYDROLOGIC ENGINEERING, 2012, 17 (04) : 578 - 589