Python framework for short-term ensemble prediction systems.
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Updated
May 27, 2024 - Python
Python framework for short-term ensemble prediction systems.
Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954
Python Nowcasting
🪁 A fast Adaptive Machine Learning library for Time-Series, that lets you build, deploy and update composite models easily. An order of magnitude speed-up, combined with flexibility and rigour. This is an internal project - documentation is not updated anymore and substantially differ from the current API.
雷达回波外推,ConvLSTM,训练模型并外推。
LSTM neural networks for nowcasting economic data.
Python code for downloading PV data from PVOutput.org
Code to create rich harmonised geographic data for PV installations from OpenStreetMap and other sources
TATHU is a Python package for tracking and analyzing the life cycle of convective systems.
Implementation of Perceiver, General Perception with Iterative Attention, in Pytorch
Tools for downloading and processing numerical weather predictions
⛈️ Code for the paper "End-to-End Prediction of Lightning Events from Geostationary Satellite Images"
🧱 Wrappers for 3rd party models to be used with fold (https://github.com/dream-faster/fold)
AWS Lambda function for Met Office numerical weather predictions on S3
Source code for the paper "Hybrid Physics-AI Architecture for Cloud Cover Nowcasting".
Access open data gribs at any requested time stamp by efficiently parsing and utilizing optical flow methods to advect relevant parameters via a FastAPI interface.
Scripts that are used to pre-process and run the nowcasts with the commercial microwave link and radar QPE in the publication by Imhoff et al. (2020)
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