leomuckley / Multi-Input-ConvLSTM
TensorFlow implementation of a Multi-Input ConvLSTM for predicting flood extent.
☆17Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for Multi-Input-ConvLSTM
- Hybrid physical-ML models (source code of "Soil Moisture Forecasting integrating Physical-based Model with Deep Learning", Advanced in A…☆12Updated last year
- Images timeseries sequence with ConvLSTM for windspeed prediction & CNN cyclone intensity☆31Updated 2 years ago
- Datasets downloader and reader for Hydrologic Modeling☆17Updated this week
- A library designed to implement deep learning algorisms to climate data for weather and climate prediction.☆19Updated 2 years ago
- A statistical downscaling approach using ConvLSTMs.☆27Updated 2 years ago
- Code for our WRR paper "Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning"☆41Updated 3 years ago
- Extension of ConvLSTM and Time-LSTM for irregularly spaced images, appropriate for Remote Sensing☆19Updated 4 years ago
- Code for paper "Thunderstorm nowcasting with deep learning: a multi-hazard data fusion model"☆31Updated last year
- Statistical Downscaling for Climate Change Projections with a Graphical User Interface☆29Updated 2 weeks ago
- LSTM Data and Model for Streamflow Forecasting☆30Updated 2 years ago
- Accompanying code for CCAM dataset☆17Updated 9 months ago
- Using CNN-LSTM deep learning model for digital soil mapping. This is the code for paper "Zhang et al. A CNN-LSTM model for soil organic c…☆54Updated 8 months ago
- ConvLSTM for short-term precipitation forecasting.☆19Updated 5 years ago
- ☆27Updated 3 years ago
- Scripts to control HEC-RAS V5.0 with Matlab with an application to Flood inundation forecasting☆13Updated 4 years ago
- Downscaling Oceanographic Satellite Data with Convolutional Neural Networks☆22Updated 4 years ago
- Example notebook, showing how to use LSTMs for rainfall-runoff modeling☆64Updated 2 years ago
- Code for implementing Extended Triple Collocation (ETC)☆10Updated 8 years ago
- a GAN for precipitation downscaling☆37Updated 2 years ago
- Typhoon Prediction☆12Updated 4 years ago
- (Semi-official) repository of "Deep-Learning-Based Gridded Downscaling of Surface Meteorological Variables in Complex Terrain".☆12Updated 3 years ago
- Deep learning for multi-year ENSO forecasts Reproduction☆48Updated 3 months ago
- Interpretive deep learning for identifying flooding mechanisms☆16Updated 3 months ago
- ☆21Updated 3 years ago
- A comprehensive workflow for calculating black, white, and blue sky albedos from the MODIS BRDF model parameters product (MCD43A1) using …☆25Updated 3 years ago
- quantile mapping applied to climate model output☆12Updated 5 months ago
- Paper scripts for O and Orth (Scientific Data, 2021)☆13Updated 3 years ago
- Accompanying code for our HESS paper "Towards learning universal, regional, and local hydrological behaviors via machine learning applied…☆87Updated 4 years ago
- Readers for the data from the International Soil Moisture Network☆39Updated 2 months ago