leelew

PostDoc

Sun Yat-Sen UniversityZhuhai

Pinned Repositories

CLSTM
Causality-structured LSTM (source code of "Causality-Structured Deep Learning for Soil Moisture Predictions", Journal of Hydrometeorology)
Language:Python13 2 21
CoLM202X
The Common Land Model
Language:Fortran0 0 00
DataML
ML repo for data generation (source code)
Language:Python0 2 02
ForDs
Downscaling meteorological forcing for land surface modeling
Language:Python1 1 01
fSCA
Machine learning-based parameterization of snow cover fraction for land surface modeling
Language:Python0 1 00
HybridHydro
Hybrid physical-ML models (source code of "Soil Moisture Forecasting integrating Physical-based Model with Deep Learning", Advanced in Atmospheric Science)
Language:Python12 1 10
NeuralZoo
A Repo for Forecasting Meteorological Variables with Main Machine Learning Models.
Language:Python7 3 02
PHydro
Physical-constrain hydrology model based multitask learning (source code of "Enforcing Water Balance in Multitask Deep Learning Models for Hydrological Forecasting", Journal of Hydrometeorology)
Language:Python8 1 00
RFGranger
Nonlinear Granger causality test based on random forest (source code of "A Causal Inference Model based on Random Forest to identify soil moisture-precipitation feedback", Journal of Hydrometeorology)
Language:MATLAB5 1 00
FLAML
A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
Language:Jupyter Notebook3.9k 59 516510

leelew/CLSTM
Causality-structured LSTM (source code of "Causality-Structured Deep Learning for Soil Moisture Predictions", Journal of Hydrometeorology)
Language:Python13 2 21
leelew/HybridHydro
Hybrid physical-ML models (source code of "Soil Moisture Forecasting integrating Physical-based Model with Deep Learning", Advanced in Atmospheric Science)
Language:Python12 1 10
leelew/PHydro
Physical-constrain hydrology model based multitask learning (source code of "Enforcing Water Balance in Multitask Deep Learning Models for Hydrological Forecasting", Journal of Hydrometeorology)
Language:Python8 1 00
leelew/NeuralZoo
A Repo for Forecasting Meteorological Variables with Main Machine Learning Models.
Language:Python7 3 02
leelew/RFGranger
Nonlinear Granger causality test based on random forest (source code of "A Causal Inference Model based on Random Forest to identify soil moisture-precipitation feedback", Journal of Hydrometeorology)
Language:MATLAB5 1 00
leelew/ForDs
Downscaling meteorological forcing for land surface modeling
Language:Python1 1 01
leelew/CoLM202X
The Common Land Model
Language:Fortran0 0 00
leelew/DataML
ML repo for data generation (source code)
Language:Python0 2 02
leelew/fSCA
Machine learning-based parameterization of snow cover fraction for land surface modeling
Language:Python0 1 00