jdwillard19 / MTL_lakes
Meta Transfer Learning for Lake Temperature Prediction
☆19Updated 3 years ago
Related projects: ⓘ
- ☆16Updated this week
- Interpretive deep learning for identifying flooding mechanisms☆16Updated 2 months ago
- A library designed to implement deep learning algorisms to climate data for weather and climate prediction.☆18Updated last year
- Images timeseries sequence with ConvLSTM for windspeed prediction & CNN cyclone intensity☆31Updated 2 years ago
- code for HiSTGNN: Hierarchical Graph Neural Networks for Weather Forecasting, Information Sciences☆10Updated last year
- Physics Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modelling☆23Updated 4 years ago
- Causality-structured LSTM (source code of "Causality-Structured Deep Learning for Soil Moisture Predictions", Journal of Hydrometeorology…☆13Updated last year
- ☆15Updated 5 years ago
- Operation of Reservoirs in California, a simulation model☆7Updated 3 years ago
- Code for our WRR paper "Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning"☆40Updated 3 years ago
- Source code for the publications on "a non-linear Granger-causality framework to investigate climate–vegetation dynamics", by Papagiannop…☆29Updated 4 years ago
- ConvLSTM for short-term precipitation forecasting.☆19Updated 5 years ago
- Wind Speed Prediction using LSTM☆12Updated 4 years ago
- Rainfall-Runoff Prediction at Multiple Timescales with a Single Long Short-Term Memory Network☆26Updated 3 years ago
- Typhoon Prediction☆12Updated 4 years ago
- TensorFlow implementation of a Multi-Input ConvLSTM for predicting flood extent.☆16Updated 2 years ago
- Datasets downloader and reader for Hydrologic Modeling☆16Updated this week
- Hybrid physical-ML models (source code of "Soil Moisture Forecasting integrating Physical-based Model with Deep Learning", Advanced in A…☆10Updated last year
- Quantification of global drought recovery probability based on Vine Copula☆12Updated 7 months ago
- ☆28Updated 7 months ago
- Keras implementation for our paper "Improving AI system awareness of geoscience knowledge"☆14Updated 3 years ago
- Convolutional LSTM for Precipitation Nowcasting☆50Updated 6 years ago
- Accompanying code for CCAM dataset☆17Updated 7 months ago
- Here is a [quantile random forest](http://jmlr.org/papers/v7/meinshausen06a.html) implementation that utilizes the [SciKitLearn](https://…☆16Updated last year
- KDD2018 CUP - Predicting air pollutants for next 48 hours in London and Beijing using Deep Learning☆28Updated 5 years ago
- Code associated with the NeurIPS 2020 Climate Change workshop proposal paper "Graph Neural Networks for Improved El Niño Forecasting"☆33Updated 3 years ago
- Repo related to our AAAI 2021 paper "A spatio-temporal LSTM model to forecast across multiple temporal and spatial scales"☆27Updated last year
- LSTM to predict wind speed☆45Updated 3 years ago
- LSTM Data and Model for Streamflow Forecasting☆30Updated 2 years ago
- Scripts to control HEC-RAS V5.0 with Matlab with an application to Flood inundation forecasting☆12Updated 4 years ago