Discover openclimatefix/nowcasting_dataloader Open Source project

This repository has been archived on 28/Sep/2023
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Jupyter Notebook
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MIT License
Created about 3 years ago
Updated about 1 year ago

openclimatefix

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PyTorch Dataloader for working with multi-modal data for nowcasting applications

metnet

PyTorch Implementation of Google Research's MetNet and MetNet-2

Python

217

skillful_nowcasting

Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954

Python

185

graph_weather

PyTorch implementation of Ryan Keisler's 2022 "Forecasting Global Weather with Graph Neural Networks" paper (https://arxiv.org/abs/2202.07575)

Python

162

quartz-frontend

Front End repo for the Nowcasting project.

TypeScript

satflow

Satellite Optical Flow with machine learning models

Python

predict_pv_yield

Using optical flow & machine learning to predict PV yield

Jupyter Notebook

Open-Source-Quartz-Solar-Forecast

Open Source Solar Site Level Forecast

Jupyter Notebook

Satip

Satip contains the code necessary for retrieving, transforming and storing EUMETSAT data

Jupyter Notebook

pvoutput

Python code for downloading PV data from PVOutput.org

Python

nowcasting_dataset

Prepare batches of data for training machine learning solar electricity nowcasting data

Jupyter Notebook

predict_pv_yield_OLD

Use machine learning to map from satellite imagery of clouds to solar PV yield

Jupyter Notebook

openclimatefix.github.io

HOSTING ONLY. SOURCE HERE --> https://github.com/openclimatefix/website

HTML

website

Source of the Open Climate Fix website.

JavaScript

satellite_image_processing

Jupyter Notebook

ocf_datapipes

OCF's DataPipe based dataloader for training and inference

Python

PVNet

PVnet main repo

Python

diffusion_weather

Testing out Diffusion-based models for weather and PV forecasting

Dockerfile

metoffice_ec2

Subset Met Office MOGREPS-UK and UKV on AWS EC2

Python

nwp

Tools for downloading and processing numerical weather predictions

Python

nwp-consumer

Microservice for consuming NWP data.

Python

pv-site-prediction

ML experiments and models for pv site forecasting

Python

power_perceiver

Machine learning experiments using the Perceiver IO model to forecast the electricity system (starting with solar)

Jupyter Notebook

merge-all-contributors

Merge all contributors across a GitHub organisation.

JavaScript

metoffice_aws_lambda

AWS Lambda function for Met Office numerical weather predictions on S3

Python

nowcasting_datamodel

Datamodel for the nowcasting project

Python

climatehackai

Unified Repo for the models from the 2022 Climate Hack AI competition

Python

pv-site-api

Site specific API for PV forecasting

Python

eumetsat

Tools for downloading and processing satellite images from EUMETSAT

Jupyter Notebook

nowcasting_forecast

Making live forecasts for the nowcasting project

Python

uk-pv-national-gsp-api

API for hosting nowcasting solar predictions

Python

solar-and-storage

Solar and Storage optimization code

Python

uk-pv-national-xg

National PV forecasting using Gradient Boosted Methods.

Jupyter Notebook

ocf-ml-metrics

Collection of simple baseline models and metrics for standardized evaluation of OCF forecasting models

Python

pv-sites-mobile

Front End web application for site-level forecast UI

TypeScript

bigsolarhunt

The Big Solar Hunt Android/IOS app, a collaborative project between OCF and Possible.

Dart

Elexonpy

Python package wrapper around Elexon api

Python

ckanext-openenergy

Special customisations for the Energy Data Search.

Python

metrics

Toolkit to automatically collect OCF metrics and store them over time.

JavaScript

ocf-infrastructure

Infrastructure code for OCF's cloud environments

HCL

uk-wind-modelling-basic

Simple wind forecast repo

MetOfficeDataHub

Python wrapper around MetOffice Atmospheric Model Data REST API

Python

nowcasting_utils

Common functionality between SatFlow and predict_pv_yield

HTML

ocf_template

Template Repository for OCF Projects

Python

gfs-downloader

NCEP GFS 0.25 Degree Global Forecast Grids Historical Archive: https://rda.ucar.edu/datasets/ds084.1/

Python

pv-site-datamodel

Datamodel for PV sites

Python

gb_national_pv_forecast

Machine learning experiments for forecasting national solar PV for Great Britain

Jupyter Notebook

PVConsumer

Consumer PV data from various sources

Python

community

Community Repo for Open Climate Fix

predict_pv_yield_nwp

Python

dagster-dags

Dags for running jobs on Leonardo

Python

pv-pseudo-experiments

Repo containing the training and experimentation code for PV MetNet and Pseudo-Irradiance models

Python

ocf_blosc2

Blosc2 codec used for OCF's Zarr compression

Python

pv-site-production

Production service for PV site level forecasts

Python

analysis-dashboard

This is a Streamlit app for the OCF team that reports database statistics

Python

PVItaly

Forecast for PV energy systems

Python

india-forecast-app

Runs wind and PV forecasts for India and saves to database

Python

pseudo-labeller

Pseudo Labeller for generating training labels for other PV generation forecasting

Python

PV-Challenge

Python

JpegXlFloatWithNaNs

JpegXlFloatWithNaNs numcodecs compressor for usage with Zarr and Xarray

Python

contributors

Meta Repo for aggregating all contributors across Repos for OCF.

india-api

API India solar and wind data

Python

.github

Various Community Health Files

uk-pvnet-app

Application for running PVNet in production

Python

ocf-data-sampler

A test repo to experiment refactoring ocf_datapipes

Python

analysis_of_pv_live

Analysis of data from Sheffield Solar's PV_Live API

Jupyter Notebook

openclimatefix/nowcasting_dataloader

openclimatefix

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