Remote Sensing of Environment, Journal Year: 2020, Volume and Issue: 248, P. 111966 - 111966
Published: July 2, 2020
Language: Английский
Remote Sensing of Environment, Journal Year: 2020, Volume and Issue: 248, P. 111966 - 111966
Published: July 2, 2020
Language: Английский
Nature Climate Change, Journal Year: 2022, Volume and Issue: 12(9), P. 801 - 807
Published: Aug. 15, 2022
Language: Английский
Citations
243Water Resources Research, Journal Year: 2020, Volume and Issue: 56(4)
Published: March 20, 2020
Abstract Launched in May 2018, the Gravity Recovery and Climate Experiment Follow‐On mission (GRACE‐FO)—the successor of erstwhile GRACE mission—monitors changes total water storage, which is a critical state variable regional global hydrologic cycles. However, gap between data two missions breaking continuity observations limiting its further application. In this study, we used three learning‐based models, that is, deep neural network, multiple linear regression (MLR), seasonal autoregressive integrated moving average with exogenous variables, six solutions (i.e., Jet Propulsion Laboratory spherical harmonics (JPL‐SH), Center for Space Research SH (CSR‐SH), GeoforschungsZentrum Potsdam (GFZ‐SH), JPL mass concentration blocks (mascons) (JPL‐M), CSR mascons (CSR‐M), Goddard Flight (GSFC‐M)) to reconstruct missing monthly at grid cell scale. Evaluation showed models were reliable reconstruction areas humid no/low human interventions. The network slightly outperformed variables significantly most 60 basins studied. mascon sets performed better than basin similar performance, but varied markedly some basins. Results study are expected provide reference bridging gaps GRACE‐FO satellites selecting suitable studies.
Language: Английский
Citations
197Nature, Journal Year: 2021, Volume and Issue: 593(7860), P. 543 - 547
Published: May 26, 2021
Language: Английский
Citations
178ISPRS Journal of Photogrammetry and Remote Sensing, Journal Year: 2021, Volume and Issue: 178, P. 81 - 96
Published: June 17, 2021
Language: Английский
Citations
144Journal of Hydrology, Journal Year: 2023, Volume and Issue: 620, P. 129401 - 129401
Published: March 15, 2023
Language: Английский
Citations
49Journal of Hydrology, Journal Year: 2024, Volume and Issue: 630, P. 130607 - 130607
Published: Jan. 5, 2024
Language: Английский
Citations
18Hydrology and earth system sciences, Journal Year: 2025, Volume and Issue: 29(2), P. 485 - 506
Published: Jan. 23, 2025
Abstract. Water vapour flux, expressed as evapotranspiration (ET), is critical for understanding the earth climate system and complex heat–water exchange mechanisms between land surface atmosphere in high-altitude Tibetan Plateau (TP) region. However, performance of ET products over TP has not been adequately assessed, there still considerable uncertainty magnitude spatial variability water released from into atmosphere. In this study, we evaluated 22 against situ observations basin-scale balance estimations. This study also spatiotemporal total flux its components to clarify TP. The results showed that remote sensing high-resolution global data ETMonitor PMLV2 had a high accuracy, with overall better accuracy than other regional fine resolution (∼ 1 km), when comparing observations. When compared estimates at basin scale, finer GLEAM TerraClimate coarse good agreement. Different different patterns variability, large differences central western multi-year multi-product mean was 333.1 mm yr−1, standard deviation 38.3 yr−1. (i.e. plant transpiration, soil evaporation, canopy rainfall interception open-water snow/ice sublimation) available some were compared, contribution these varied considerably, even cases where similar. Soil evaporation accounts most TP, followed by transpiration while contributions sublimation cannot be negligible.
Language: Английский
Citations
3Remote Sensing of Environment, Journal Year: 2021, Volume and Issue: 270, P. 112853 - 112853
Published: Dec. 28, 2021
Language: Английский
Citations
100The Science of The Total Environment, Journal Year: 2020, Volume and Issue: 759, P. 143532 - 143532
Published: Nov. 16, 2020
Language: Английский
Citations
91Journal of Hydrology, Journal Year: 2021, Volume and Issue: 603, P. 126868 - 126868
Published: Aug. 28, 2021
Language: Английский
Citations
86