leelew / CLSTM
Causality-structured LSTM (source code of "Causality-Structured Deep Learning for Soil Moisture Predictions", Journal of Hydrometeorology)
☆13Updated last year
Related projects: ⓘ
- Hybrid physical-ML models (source code of "Soil Moisture Forecasting integrating Physical-based Model with Deep Learning", Advanced in A…☆10Updated last year
- Some very simple meteorology function written in python;几个简单的气象相关的函数☆15Updated 4 months ago
- PNAS -- Historical change of El Niño properties sheds light on future changes of extreme El Niño☆12Updated 2 years ago
- A NWP precipitation bias correction model based on Unet☆16Updated last year
- Code for paper "Thunderstorm nowcasting with deep learning: a multi-hazard data fusion model"☆30Updated last year
- Datasets downloader and reader for Hydrologic Modeling☆16Updated this week
- pyEOF: Empirical Orthogonal Function (EOF) analysis and Rotated EOF analysis in Python☆42Updated 3 years ago
- El nino forecast based on a few machine learning methods☆24Updated 8 years ago
- Some useful and excellent tutorials☆17Updated 4 years ago
- Interpretive deep learning for identifying flooding mechanisms☆16Updated 2 months ago
- Visualize Himawari-8 satellite data☆14Updated last year
- Typhoon Prediction☆12Updated 4 years ago
- codes for reproducing the results presented in the manuscript by Xia et al.☆10Updated 2 years ago
- A library designed to implement deep learning algorisms to climate data for weather and climate prediction.☆18Updated last year
- ☆9Updated 4 years ago
- public codes for fusing CNN networks☆21Updated 4 years ago
- ☆14Updated 4 years ago
- DINCAE (Data-Interpolating Convolutional Auto-Encoder) is a neural network to reconstruct missing data in satellite observations.☆45Updated 5 months ago
- Uses machine learning to predict convective initiation and decay from satellite data.☆22Updated last year
- NinoLearn is a research framework for statistical ENSO prediction.☆11Updated 4 years ago
- ☆28Updated last year
- ☆14Updated 3 years ago
- ☆16Updated this week
- TensorFlow implementation of a Multi-Input ConvLSTM for predicting flood extent.☆16Updated 2 years ago
- Keras implementation for our paper "Improving AI system awareness of geoscience knowledge"☆14Updated 3 years ago
- Python API for interfacing with the IBTrACS tropical cyclone best track dataset☆10Updated 9 months ago
- Today satellites provide a surface signature of the temperature with a high spatial frequency: ie a good horizontal resolution but a low …☆12Updated 4 years ago
- Take daily meteorological data files in csv format (combine them w/ some data processing) and write data to little_r format for WRF OBSGR…☆10Updated 4 years ago
- Neural network loss functions for regression and classification tasks that can say "I don't know".☆12Updated 2 years ago
- 2021年统计后处理培训教程.☆16Updated 3 years ago