gauchm / mts-lstmLinks
Rainfall-Runoff Prediction at Multiple Timescales with a Single Long Short-Term Memory Network
☆38Updated 4 years ago
Alternatives and similar repositories for mts-lstm
Users that are interested in mts-lstm are comparing it to the libraries listed below
Sorting:
- Code for our WRR paper "Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning"☆49Updated 4 years ago
- Code used in the study "Evaluation and interpretation of convolutional long-short term memory networks for regional hydrological modellin…☆22Updated 3 years ago
- Example notebook, showing how to use LSTMs for rainfall-runoff modeling☆71Updated 3 years ago
- A statistical downscaling approach using ConvLSTMs.☆27Updated 3 years ago
- Python code and Jupyter notebooks support the manuscript "Relative contributions of large-scale atmospheric circulation dynamics and anth…☆16Updated last year
- Accompanying code for our HESS paper "Towards learning universal, regional, and local hydrological behaviors via machine learning applied…☆100Updated 5 years ago
- Causality-structured LSTM (source code of "Causality-Structured Deep Learning for Soil Moisture Predictions", Journal of Hydrometeorology…☆23Updated 3 years ago
- ☆14Updated 3 weeks ago
- Code used to identify and analyze drought clusters from gridded data.☆25Updated 3 years ago
- TorchHydro: datasets, and models for watershed hydrological modeling☆19Updated 4 months ago
- A library designed to implement deep learning algorisms to climate data for weather and climate prediction.☆21Updated 3 years ago
- Statistical Downscaling for Climate Change Projections with a Graphical User Interface☆32Updated 11 months ago
- Hybrid Hydrological modeling using Deep Learning methods☆24Updated 9 months ago
- LSTM Data and Model for Streamflow Forecasting☆40Updated 5 months ago
- 12 baseflow separation methods with automatic parameter calibration☆34Updated 7 months ago
- The central point of ongoing research regarding the usefulness of the large-scale atmospheric variability in the Mediterranean for foreca…☆28Updated 2 years ago
- Global high-resolution hydrologic modeling with 2.94 million river reaches (~90 m DEM)☆22Updated 2 years ago
- Toolbox for Streamflow Signatures in Hydrology (TOSSH)☆33Updated last month
- machine learning for the atmospheric sciences - a CSU course☆34Updated 2 years ago
- EXP-HYDRO Hydrological Model☆28Updated last year
- Predicting weather by machine learning.☆14Updated 5 years ago
- Accompanying code for CCAM dataset☆25Updated last year
- ☆14Updated 3 years ago
- pyEOF: Empirical Orthogonal Function (EOF) analysis and Rotated EOF analysis in Python☆42Updated 4 years ago
- Tool using python and cdo to apply daily climate downscaling with BCSD.☆37Updated 3 years ago
- Neural network loss functions for regression and classification tasks that can say "I don't know".☆13Updated 3 years ago
- Jupyter notebooks for WRF-Hydro trainings☆55Updated 5 months ago
- TensorFlow implementation of a Multi-Input ConvLSTM for predicting flood extent.☆18Updated 3 years ago
- codes for reproducing the results presented in the manuscript by Xia et al.☆10Updated 3 years ago
- Software to train/evaluate models to reconstruct missing values in climate data (e.g., HadCRUT4) based on a U-Net with partial convolutio…☆89Updated 2 weeks ago