All Stories

  1. Real-Time Forecast of SMAP L3 Soil Moisture Using Spatial–Temporal Deep Learning Model with Data Integration

    Article • Remote Sensing, January 2023, MDPI AG

    Wei Shangguan

  2. A 1 km daily soil moisture dataset over China using in situ measurement and machine learning

    Article • Earth System Science Data, November 2022, Copernicus GmbH

    Wei Shangguan

  3. A Spatial Downscaling Method for Remote Sensing Soil Moisture Based on Random Forest Considering Soil Moisture Memory and Mass Conservation

    Article • Remote Sensing, August 2022, MDPI AG

    Wei Shangguan

  4. On the magnitude and uncertainties of global and regional soil organic carbon: A comparative analysis using multiple estimates

    Article • July 2022, Copernicus GmbH

    Wei Shangguan

  5. Supplementary material to "On the magnitude and uncertainties of global and regional soil organic carbon: A comparative analysis using multiple estimates"

    Article • July 2022, Copernicus GmbH

    Wei Shangguan

  6. A 1-km daily soil moisture dataset of China based on in-situ measurement using machine learning

    Article • June 2022, Copernicus GmbH

    Wei Shangguan

  7. Supplementary material to "A 1-km daily soil moisture dataset of China based on in-situ measurement using machine learning"

    Article • June 2022, Copernicus GmbH

    Wei Shangguan

  8. Improving soil moisture prediction using a novel encoder-decoder model with residual learning

    Article • Computers and Electronics in Agriculture, April 2022, Elsevier

    Wei Shangguan

  9. Assessment of Agricultural Drought Based on Reanalysis Soil Moisture in Southern China

    Article • Land, March 2022, MDPI AG

    Wei Shangguan

  10. An attention-aware LSTM model for soil moisture and soil temperature prediction

    Article • Geoderma, March 2022, Elsevier

    Wei Shangguan

  11. Global evaluation of the Noah‐MP land surface model and suggestions for selecting parameterization schemes

    Article • Journal of Geophysical Research Atmospheres, February 2022, American Geophysical Union (AGU)

    Wei Shangguan

  12. Assessment of global meteorological, hydrological and agricultural drought under future warming based on CMIP6

    Article • Atmospheric and Oceanic Science Letters, January 2022, Elsevier

    Wei Shangguan

  13. Plant drought tolerance trait is the key parameter in improving the modeling of terrestrial transpiration in arid and semi-arid regions

    Article • Atmospheric and Oceanic Science Letters, January 2022, Elsevier

    Wei Shangguan

  14. Improved daily SMAP satellite soil moisture prediction over China using deep learning model with transfer learning

    Article • Journal of Hydrology, September 2021, Elsevier

    Wei Shangguan

  15. New Representation of Plant Hydraulics Improves the Estimates of Transpiration in Land Surface Model

    Article • Forests, June 2021, MDPI AG

    Wei Shangguan

  16. Assessment of Agricultural Drought Using Soil Water Deficit Index Based on ERA5-Land Soil Moisture Data in Four Southern Provinces of China

    Article • Agriculture, May 2021, MDPI AG

    Wei Shangguan

  17. Evaluation of the Effect of Low Soil Temperature Stress on the Land Surface Energy Fluxes Simulation in the Site and Global Offline Experiments

    Article • Journal of Advances in Modeling Earth Systems, April 2021, American Geophysical Union (AGU)

    Wei Shangguan

  18. Evaluation of the effect of low soil temperature stress on the land surface energy fluxes simulation in the site and global offline experiments

    Article • November 2020, Wiley

    Wei Shangguan

  19. A Causal Inference Model Based on Random Forests to Identify the Effect of Soil Moisture on Precipitation

    Article • Journal of Hydrometeorology, May 2020, American Meteorological Society

    Wei Shangguan

  20. Depth-to-bedrock map of China at a spatial resolution of 100 meters

    Article • Scientific Data, January 2020, Springer Science + Business Media

    Wei Shangguan

  21. Evaluation of Soil Thermal Conductivity Schemes for Use in Land Surface Modeling

    Article • Journal of Advances in Modeling Earth Systems, November 2019, American Geophysical Union (AGU)

    Wei Shangguan

  22. A Global High‐Resolution Data Set of Soil Hydraulic and Thermal Properties for Land Surface Modeling

    Article • Journal of Advances in Modeling Earth Systems, September 2019, American Geophysical Union (AGU)

    Wei Shangguan

  23. Using data‐driven methods to explore the predictability of surface soil moisture with FLUXNET site data

    Article • Hydrological Processes, August 2019, Wiley

    Wei Shangguan

  24. A review of the global soil property maps for Earth system models

    Article • SOIL, July 2019, Copernicus GmbH

    Wei Shangguan

  25. Different representations of canopy structure—A large source of uncertainty in global land surface modeling

    Article • Agricultural and Forest Meteorology, May 2019, Elsevier

    Wei Shangguan

  26. Evaluating and Improving the Performance of Three 1‐D Lake Models in a Large Deep Lake of the Central Tibetan Plateau

    Article • Journal of Geophysical Research Atmospheres, March 2019, American Geophysical Union (AGU)

    Wei Shangguan

  27. Evaluating common land model energy fluxes using FLUXNET data

    Article • Advances in Atmospheric Sciences, August 2017, Springer Science + Business Media

    Wei Shangguan

  28. Incorporating root hydraulic redistribution and compensatory water uptake in the Common Land Model: Effects on site level and global land modeling

    Article • Journal of Geophysical Research Atmospheres, July 2017, Wiley

    Dr. Haishan Chen, Wei Shangguan

  29. SoilGrids250m: Global gridded soil information based on machine learning

    Article • PLoS ONE, February 2017, PLOS

    Niels H. Batjes, Professor Rodrigo Vargas, Wei Shangguan

  30. Mapping the global depth to bedrock for land surface modeling

    Article • Journal of Advances in Modeling Earth Systems, January 2017, American Geophysical Union (AGU)

    Wei Shangguan

  31. Reexamination and further development of two-stream canopy radiative transfer models for global land modeling

    Article • Journal of Advances in Modeling Earth Systems, January 2017, American Geophysical Union (AGU)

    Wei Shangguan

  32. Age‐dependent forest carbon sink: Estimation via inverse modeling

    Article • Journal of Geophysical Research Biogeosciences, December 2015, American Geophysical Union (AGU)

    Wei Shangguan

  33. A global soil data set for earth system modeling

    Article • Journal of Advances in Modeling Earth Systems, March 2014, American Geophysical Union (AGU)

    Professor Qingyun Duan, Wei Shangguan

  34. A 3D Canopy Radiative Transfer Model for Global Climate Modeling: Description, Validation, and Application

    Article • Journal of Climate, January 2014, American Meteorological Society

    Wei Shangguan

  35. Particle-Size Distribution Models for the Conversion of Chinese Data to FAO/USDA System

    Article • The Scientific World JOURNAL, January 2014, Hindawi Publishing Corporation

    Wei Shangguan

  36. Soil Diversity as Affected by Land Use in China: Consequences for Soil Protection

    Article • The Scientific World JOURNAL, January 2014, Hindawi Publishing Corporation

    Wei Shangguan

  37. Development of a China Dataset of Soil Hydraulic Parameters Using Pedotransfer Functions for Land Surface Modeling

    Article • Journal of Hydrometeorology, June 2013, American Meteorological Society

    Professor Qingyun Duan, Wei Shangguan

  38. A China data set of soil properties for land surface modeling

    Article • Journal of Advances in Modeling Earth Systems, May 2013, American Geophysical Union (AGU)

    Professor Qingyun Duan, Wei Shangguan

  39. Preliminary estimation of the organic carbon pool in China’s wetlands

    Article • Chinese Science Bulletin, November 2012, Springer Science + Business Media

    Wei Shangguan

  40. A soil particle-size distribution dataset for regional land and climate modelling in China

    Article • Geoderma, February 2012, Elsevier

    Wei Shangguan

  41. Reprocessing the MODIS Leaf Area Index products for land surface and climate modelling

    Article • Remote Sensing of Environment, May 2011, Elsevier

    Wei Shangguan