Estimating evapotranspiration using remotely sensed solar-induced fluorescence measurements

被引:15
|
作者
Zhou, Kai [1 ]
Zhang, Quan [1 ]
Xiong, Lihua [1 ]
Gentine, Pierre [2 ,3 ,4 ]
机构
[1] Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
[2] Columbia Univ, Dept Earth & Environm Engn, New York, NY USA
[3] Columbia Univ, Dept Earth & Environm Sci, New York, NY USA
[4] Columbia Univ, Earth Inst, New York, NY USA
基金
中国国家自然科学基金;
关键词
Evapotranspiration; Solar-induced fluorescence (SIF); Vapor pressure deficit (VPD); The water-carbon coupling; INDUCED CHLOROPHYLL FLUORESCENCE; SURFACE-ENERGY; WATER-STRESS; BARE SOIL; CARBON; CONDUCTANCE; EVAPORATION; MODIS; TRANSPIRATION; OPTIMIZATION;
D O I
10.1016/j.agrformet.2021.108800
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Terrestrial evapotranspiration (ET) is a critical component of the land surface and its accurate estimation is crucial in understanding the global water and energy budgets. Current large-scale ET estimation models depend on remotely sensed data products of meteorological conditions and vegetation phenology, but high uncertainty remains to correctly represent ecological factors, which are regulated by biochemistry. In recent years, solar-induced fluorescence (SIF), a proxy for photosynthesis, has been extensively used in different ecological research and is conceived to be of great potential for ET estimation to constrain the transpiration flux, which is the significant component of ET. So far, most SIF-based ET estimation methods are achieved via empirical methods, which lack a solid physical foundation. In this work, we estimated ET by combining SIF and meteorological variables with Fick's law and an optimal stomatal behavior model and validated the model across different eddy-covariance flux stations around the globe. The model showed overall good performance across different ecosystems and when compared with other remote sensing-based ET models, such as the Priestley Taylor-JPL (PT-JPL) model, the Moderate Resolution Imaging Spectroradiometer (MODIS)-ET products, and a simple empirical linear SIF-ET model, the RMSE of estimated ET of the model proposed in this paper demonstrated better performance. The model we proposed here can be potentially extended for a reliable ET estimation at a global scale.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] IMPROVED PROSPECTS FOR ESTIMATING INSOLATION FOR CALCULATING REGIONAL EVAPOTRANSPIRATION FROM REMOTELY SENSED DATA
    PINKER, RT
    LASZLO, I
    AGRICULTURAL AND FOREST METEOROLOGY, 1990, 52 (1-2) : 227 - 251
  • [22] A Method to Reconstruct the Solar-Induced Canopy Fluorescence Spectrum from Hyperspectral Measurements
    Zhao, Feng
    Guo, Yiqing
    Verhoef, Wout
    Gu, Xingfa
    Liu, Liangyun
    Yang, Guijun
    REMOTE SENSING, 2014, 6 (10): : 10171 - 10192
  • [23] Estimating Daily Global Evapotranspiration Using Penman-Monteith Equation and Remotely Sensed Land Surface Temperature
    Raoufi, Roozbeh
    Beighley, Edward
    REMOTE SENSING, 2017, 9 (11)
  • [24] CHARACTERIZATION OF FIREFLY, AN IMAGING SPECTROMETER DESIGNED FOR AIRBORNE MEASUREMENTS OF SOLAR-INDUCED FLUORESCENCE
    Cook, Bruce
    Corp, Lawrence
    Clemens, Peter
    Paynter, Ian
    Nagol, Jyoteshwar
    McCorkel, Joel
    IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, : 3943 - 3946
  • [25] ASSESSING THE SPATIAL-DISTRIBUTION OF EVAPOTRANSPIRATION USING REMOTELY SENSED INPUTS
    MORAN, MS
    JACKSON, RD
    JOURNAL OF ENVIRONMENTAL QUALITY, 1991, 20 (04) : 725 - 737
  • [26] Using solar-induced chlorophyll fluorescence to predict winter wheat actual evapotranspiration through machine learning and deep learning methods
    Li, Yao
    Liu, Xuanang
    Zhang, Xuegui
    Gu, Xiaobo
    Yu, Lianyu
    Cai, Huanjie
    Peng, Xiongbiao
    AGRICULTURAL WATER MANAGEMENT, 2025, 309
  • [27] Global assessment of partitioning transpiration from evapotranspiration based on satellite solar-induced chlorophyll fluorescence data
    Liu, Yaojie
    Zhang, Yongguang
    Shan, Nan
    Zhang, Zhaoying
    Wei, Zhongwang
    JOURNAL OF HYDROLOGY, 2022, 612
  • [28] Improving the monitoring of crop productivity using spaceborne solar-induced fluorescence
    Guan, Kaiyu
    Berry, Joseph A.
    Zhang, Yongguang
    Joiner, Joanna
    Guanter, Luis
    Badgley, Grayson
    Lobell, David B.
    GLOBAL CHANGE BIOLOGY, 2016, 22 (02) : 716 - 726
  • [29] Estimating Daily Evapotranspiration From Remotely Sensed Instantaneous Observations With Simplified Derivations of a Theoretical Model
    Tang, Ronglin
    Li, Zhao-Liang
    JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2017, 122 (19) : 10254 - 10267
  • [30] Image detection of solar-induced plant fluorescence
    Saito, Y
    Yajima, K
    Kobayashi, F
    Nomura, A
    Suzuki, T
    IGARSS 2003: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS I - VII, PROCEEDINGS: LEARNING FROM EARTH'S SHAPES AND SIZES, 2003, : 607 - 609