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A Julia/JuMP Package for Power Network Optimization

Julia 406 151 Updated Nov 4, 2024

NeurIPS 2023: Safe Policy Optimization: A benchmark repository for safe reinforcement learning algorithms

Python 335 46 Updated Mar 20, 2024

An early prototype of a time-series forecasting app predicting wind power production

Python 7 2 Updated Jul 26, 2017

Review, implementation, and comparison of several spatio-temporal forecasting approaches in a use case of wind power generation in Germany. We consider statistical, machine learning, and hybrid met…

Python 2 Updated Oct 19, 2020

Ultra-Short-term power forecast method for wind farm based on feature selection and temporal convolution network

Python 2 1 Updated Dec 18, 2021

KDD wind power forecast 2022

Python 1 Updated Jun 6, 2022

The model used in KDD CUP 2022 Spatial Dynamic Wind Power Forecasting

Python 2 Updated Aug 15, 2022

KDD Cup 2022 spatial dynamic wind power forecast challenge GRU and RNN ensemble <<Zealen>>

Python 4 Updated Jan 17, 2023

Weather-Driven Wind Power Forecasting and Reserve Scheduling

Python 1 Updated Mar 9, 2023

Wind Power Forecasting Based on Hybrid CEEMDAN-EWT Deep Learning Method

Python 50 5 Updated Sep 28, 2023

2022 KDD Cup Spatial Dynamic Wind Power Forecast

Python 2 Updated Jan 23, 2024

The code for paper "Probabilistic Forecasting for Wind Power Generation via Enhanced Conditional Variational Autoencoder with Normalization Flow"

Python 2 Updated Mar 8, 2024

Using AI and ML to predict electricity generation from renewable energies (wind photovoltaics) based on weather data.

Python 4 Updated Aug 29, 2024

The code of the base model (TCN-GRU) in article "Wind power forecasting: A temporal domain generalization approach incorporating hybrid model and adversarial relationship-based training"

Python 7 Updated Apr 2, 2024

Databricks Solution Accelerator Wind Turbine Power Forecasting

Python 1 Updated May 22, 2024

this is the official pytorch implementation for the paper: 2DXformer: Dual Transformers for Wind Power Forecasting with Dual Exogenous Variables.

Python 5 Updated May 30, 2024

This repository contains the Python implementation of AutoWP for automated wind power forecasts with limited computing resources using an ensemble of diverse wind power curves.

Python 4 Updated Jun 28, 2024

This respiratory contains the implementation codes of wind-speed prediction in energy forecasting. This study focused on deep neural network based approaches, like the nonlinear autoregressive exog…

MATLAB 9 1 Updated Nov 11, 2022

LSTM-EFG for wind power forecasting based on sequential correlation features

Python 6 1 Updated Aug 14, 2018

Wind Power Forecasting done using Machine Learning Techniques.

Jupyter Notebook 4 Updated Dec 4, 2020

Code for "Nonparametric Probabilistic Forecasting for Wind Power Generation using Quadratic Spline Quantile Function and Autoregressive Recurrent Neural Network"

Python 5 2 Updated Apr 8, 2022

An accurate and reliable wind power forecasting model that can handle the variability and uncertainty of the wind resource. An ensemble model which includes the Transformer, LSTM and Gradient Boost…

Jupyter Notebook 10 3 Updated Jul 6, 2023

Wind power forecasting with LSTM

Jupyter Notebook 3 Updated Aug 8, 2022

This project implements a bagging based spatio-temporal regression model for wind power forecasting.

Python 13 1 Updated Apr 2, 2018

This repository consists of the files used to build the project "Forecasting Wind Power Output of a Turbine" for IBM Hack Challenge 2020.

Jupyter Notebook 6 3 Updated Jul 16, 2020

Adaptive Data Analysis Applied to Wind Power Forecasting

Python 11 Updated Nov 12, 2024

Predict Energy Output of a wind turbine at any geo-coordinate for a time-series of next 72 hours using ML and live weather forecast details. Developed an Android App in Flutter framework and Flask …

Jupyter Notebook 24 9 Updated Jul 23, 2020

Forecasting Offshore wind Reductions in Cost of Energy

Python 5 3 Updated Sep 18, 2024

LSTM model for forecasting wind-power generation

Python 11 1 Updated Sep 1, 2021

Forecast wind power and electricity production of wind turbines

Python 7 1 Updated Sep 6, 2019
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