Discover openclimatefix/pvoutput Open Source project

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Rank 766,985 (Top 16 %)
Language
Python
License
Apache License 2.0
Created over 5 years ago
Updated 2 months ago

openclimatefix

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Python code for downloading PV data from PVOutput.org

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

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

nowcasting_dataloader

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

Jupyter Notebook

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/pvoutput

openclimatefix

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