50 Open source projects that are alternatives of or similar to awesome-energy-forecasting

Analysis of top give winning solutions of the ASHRAE Great Energy Predictor III competition

Renewcast: Forecasting Renewable Electricity Generation in EU Countries.

A tool for estimating the future energy use, carbon emissions, and capital and operating cost impacts of energy efficiency and demand flexibility technologies in the U.S. residential and commercial building sectors.

Forecasting Solar Power: Analysis of using a LSTM Neural Network

Multi-time-horizon solar forecasting using recurrent neural network

Probabilistic time series modeling in Python

Resources for working with time series and sequence data

The intelligent & developer-friendly EMS to support real-time energy flexibility apps, rapidly and scalable.

COVID-19 spread shiny dashboard with a forecasting model, countries' trajectories graphs, and cluster analysis tools

An R package wrapping the US Energy Information Administration open data API.

Repo for "3D-PV-Locator: Large-scale detection of rooftop-mounted photovoltaic systems in 3D" based on Applied Energy publication.

ANTARES Visualizations

A Data Science project that uses an ARIMA model for Time Series Forecasting, to predict the temperature of any given city across a specific time period.

Solver for wind farm simulations targeting exascale computational platforms

Manually submit weather station information to the APRS-IS network.

Whole building non-residential hourly energy meter data from the Great Energy Predictor III competition

A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction

A quick and simple Raspberry Pi touchscreen clock with Philips hue, Tado, Dark Sky and Philips TV JointSpace API controls/data

ESPHome version of Elektor weather station v2

Software for monitoring the electricity consumption of a home with a Raspberry Pi

View resource consumption trends, history, analysis, and insights.

Home assistant power card mimicking the one tesla provides for the powerwall app.

A U-Net for solar panel identification and segmentation

A Python library to help monitor solar charge controllers typically used in off the grid applications.

Curated links to APIs, SDKs, paltforms and tools relevant to solar energy and battery storage

Dual Axis solar tracker

Home Assistant integration for Huawei Solar inverters via Modbus

My master's dissertation on wind turbine fault prediction using machine learning

The model for the REopt API, which is used as the back-end for the REopt Webtool (reopt.nrel.gov/tool), and can be accessed directly via the NREL Developer Network (https://developer.nrel.gov/docs/energy-optimization/reopt/v1)

Geospatial Land Availability for Energy Systems

A workflow to build models of the European electricity system for Calliope.

python Generator of REnewable Time series and mAps

SCADA data pre-processing library for prognostics, health management and fault detection of wind turbines. Successor to https://github.com/lkev/wt-fdd

Actuator line modeling extension library for OpenFOAM.

Summary of open source code for deep learning models in the field of traffic prediction

Different deep learning architectures are implemented for time series classification and prediction purposes.

(Work In Progress) Implementation of "Financial Time Series Prediction Using Deep Learning"

A python multi-variate time series prediction library working with sklearn

Repository of KDD Cup, 2018.

No description or website provided.

Electric load forecast using Long-Short-Term-Memory (LSTM) recurrent neural network

time-series prediction for predictive maintenance

EXONA: The Evolutionary eXploration of Neural Networks Framework -- EXACT, EXALT and EXAMM

Pull stock prices from online API and perform predictions using Long Short Term Memory (LSTM) with TensorFlow.js framework

A Keras library for multi-step time-series forecasting.

My Experiments with Time Series

This repository is the source code for Wavelet-HFCM of the paper 'Time Series Forecasting based on High-Order Fuzzy Cognitive Maps and Wavelet Transform'

时间序列分析教程

Time Series Data Analysis, Visualization and Forecasting with Python for Health and Self

Example of order book modeling.