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Science and medicine

Open Climate Fix

Using Computers to Fix Climate Change

deep learningmachine learningpythonpytorch
Organization website

Participation history

2 GSoC years

20252024

2025

6 projects

Official year page

Efficient Cloud-Based Data Streaming for ML: Implementing Ice Chunk + Zarr 3 for PVNet Training

This proposal describes a thorough implementation strategy for streamlining Zarr data straight from cloud storage using Ice Chunk and Zarr 3...

CodeProject page

Adjuster This! TabPFN for Solar Forecast Error Adjustment

Open Climate Fix’s Quartz Solar forecasting model uses a simple rule-based "adjuster" that averages recent forecast errors to correct incoming solar...

CodeProject page

Open Data PVNet

Open Data PVNet aims to democratize solar energy forecasting by extending the PVNet framework to work entirely with publicly available weather...

CodeProject page

Cloudcasting UI

Open Climate Fix recent Cloudcasting model is able to predict clouds movements very accurately but for end user it’s hard to see or visualize the...

CodeProject page

Improving Probabilistic Solar Forecasts

This project aims to improve probabilistic solar forecasting by replacing traditional quantile regression with a more expressive Gaussian Mixture...

CodeProject page

Quartz Solar - New data source in ML model

This project aims to enhance PVNet, a multi-modal deep learning model for solar energy forecasting, by integrating aerosol data as an additional...

CodeProject page

2024

4 projects

Official year page

FengWu-GHR Implementation

I will implement FengWu-GHR model into OpenClimateFix graph_weather repository. This model is the first to be able to predict weather at the 0.09°...

CodeProject page

GenCast Implementation

I propose to contribute to the OpenClimateFix organization by implementing the GenCast model (https://arxiv.org/abs/2312.15796), with a focus on...

CodeProject page

Add other model architectures to Open Quartz Solar

The Open Quartz Solar project is a PV forecasting model that leverages open data to generate forecasts for any location on Earth. Currently, the...

CodeProject page

Connect Solar panel inverter (Enphase) to Open Quartz

The existing Open Source Quartz Solar Forecast lacks live data integration from Enphase Inverters, hindering its accuracy and utility for Enphase...

CodeProject page