All Stories

  1. A China dataset of soil properties for land surface modeling (version 2)
  2. Supplementary material to "A China dataset of soil properties for land surface modeling (version 2)"
  3. How Interpretable Machine Learning Can Benefit Process Understanding in the Geosciences
  4. Reducing location error of legacy soil profiles leads to improvement in digital soil mapping
  5. Exploring Topography Downscaling Methods for Hyper-Resolution Land Surface Modeling
  6. Enhancing Carbon Cycle Understanding through Deep Learning: Development and Validation of the Global Carbon Fluxes Dataset (GCFD)
  7. Identifying potential drivers of land-atmosphere coupling variation under climate change by explainable artificial intelligence
  8. Reducing location error of legacy soil profiles leads to significant improvement in digital soil mapping
  9. Development of objective function-based ensemble model for streamflow forecasts
  10. Projections of Soil Organic Carbon in China: The Role of Carbon Fluxes Revealed by Explainable Artificial Intelligence
  11. Assessing the Reliability of Global Carbon Flux Dataset Compared to Existing Datasets and Their Spatiotemporal Characteristics
  12. Beyond prediction: An integrated post-hoc approach to interpret complex model in hydrometeorology
  13. Towards interpreting machine learning models for predicting soil moisture droughts
  14. A 1 km Global Carbon Flux Dataset Using In Situ Measurements and Deep Learning
  15. Interpreting Conv-LSTM for Spatio-Temporal Soil Moisture Prediction in China
  16. Real-Time Forecast of SMAP L3 Soil Moisture Using Spatial–Temporal Deep Learning Model with Data Integration
  17. A 1 km daily soil moisture dataset over China using in situ measurement and machine learning
  18. Microwave-based soil moisture improves estimates of vegetation response to drought in China
  19. A Spatial Downscaling Method for Remote Sensing Soil Moisture Based on Random Forest Considering Soil Moisture Memory and Mass Conservation
  20. Causality-Structured Deep Learning for Soil Moisture Predictions
  21. On the magnitude and uncertainties of global and regional soil organic carbon: A comparative analysis using multiple estimates
  22. Supplementary material to "On the magnitude and uncertainties of global and regional soil organic carbon: A comparative analysis using multiple estimates"
  23. A 1-km daily soil moisture dataset of China based on in-situ measurement using machine learning
  24. Supplementary material to "A 1-km daily soil moisture dataset of China based on in-situ measurement using machine learning"
  25. Quantifying the Rainfall Cooling Effect: The Importance of Relative Humidity in Guangdong, South China
  26. Improving soil moisture prediction using a novel encoder-decoder model with residual learning
  27. Assessment of Agricultural Drought Based on Reanalysis Soil Moisture in Southern China
  28. An attention-aware LSTM model for soil moisture and soil temperature prediction
  29. Global evaluation of the Noah‐MP land surface model and suggestions for selecting parameterization schemes
  30. Multistep Forecasting of Soil Moisture Using Spatiotemporal Deep Encoder–Decoder Networks
  31. Assessment of global meteorological, hydrological and agricultural drought under future warming based on CMIP6
  32. Plant drought tolerance trait is the key parameter in improving the modeling of terrestrial transpiration in arid and semi-arid regions
  33. A hybrid deep learning algorithm and its application to streamflow prediction
  34. Improved daily SMAP satellite soil moisture prediction over China using deep learning model with transfer learning
  35. New Representation of Plant Hydraulics Improves the Estimates of Transpiration in Land Surface Model
  36. Assessment of Agricultural Drought Using Soil Water Deficit Index Based on ERA5-Land Soil Moisture Data in Four Southern Provinces of China
  37. Evaluation of the Effect of Low Soil Temperature Stress on the Land Surface Energy Fluxes Simulation in the Site and Global Offline Experiments
  38. Evaluation of the effect of low soil temperature stress on the land surface energy fluxes simulation in the site and global offline experiments
  39. A Causal Inference Model Based on Random Forests to Identify the Effect of Soil Moisture on Precipitation
  40. Depth-to-bedrock map of China at a spatial resolution of 100 meters
  41. Evaluation of Soil Thermal Conductivity Schemes for Use in Land Surface Modeling
  42. A Global High‐Resolution Data Set of Soil Hydraulic and Thermal Properties for Land Surface Modeling
  43. Using data‐driven methods to explore the predictability of surface soil moisture with FLUXNET site data
  44. A review of the global soil property maps for Earth system models
  45. Different representations of canopy structure—A large source of uncertainty in global land surface modeling
  46. Evaluating and Improving the Performance of Three 1‐D Lake Models in a Large Deep Lake of the Central Tibetan Plateau
  47. Evaluating common land model energy fluxes using FLUXNET data
  48. Incorporating root hydraulic redistribution and compensatory water uptake in the Common Land Model: Effects on site level and global land modeling
  49. SoilGrids250m: Global gridded soil information based on machine learning
  50. Mapping the global depth to bedrock for land surface modeling
  51. Reexamination and further development of two-stream canopy radiative transfer models for global land modeling
  52. Age‐dependent forest carbon sink: Estimation via inverse modeling
  53. A global soil data set for earth system modeling
  54. A 3D Canopy Radiative Transfer Model for Global Climate Modeling: Description, Validation, and Application
  55. Particle-Size Distribution Models for the Conversion of Chinese Data to FAO/USDA System
  56. Soil Diversity as Affected by Land Use in China: Consequences for Soil Protection
  57. Development of a China Dataset of Soil Hydraulic Parameters Using Pedotransfer Functions for Land Surface Modeling
  58. A China data set of soil properties for land surface modeling
  59. Preliminary estimation of the organic carbon pool in China’s wetlands
  60. A soil particle-size distribution dataset for regional land and climate modelling in China
  61. Reprocessing the MODIS Leaf Area Index products for land surface and climate modelling