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protontypes /open-sustainable-technology

Star2.2k

A directory and analysis of the open source ecosystem in the areas of climate change, sustainable energy, biodiversity and natural resources.https://docs.getgrist.com/gSscJkc5Rb1R/OpenSustaintech

awesome energy sustainability climate ocean geoscience photovoltaic earth-science awesome-list climate-data biodiversity wind-turbine carbon-emissions climate-science energy-data climate-change energy-consumption renewable-energy renewables sustainable-development-goals

UpdatedMar 19, 2025

OpenFAST /openfast

Star733

Main repository for the NREL-supported OpenFAST whole-turbine and FAST.Farm wind farm simulation codes.

wind wind-turbine wind-energy aeroelasticity wind-farm wind-power

UpdatedMar 18, 2025
Fortran

byuflowlab /FLOWUnsteady

Star283

An interactional aerodynamics and acoustics solver for multirotor aircraft and wind energy

cfd aircraft wind-turbine computational-fluid-dynamics aerodynamics aeroacoustics acoustics vtol vpm vortex-methods rotorcraft

UpdatedMar 18, 2025
Julia

lapisco /Wind_turbine_failure_prediction

Star87

Machine learning applied to wind turbines incipient fault detection.

python machine-learning detection neural-networks wind-turbine master-degree incipient-faults

UpdatedAug 17, 2021
Jupyter Notebook

lkev /wtphm

Star80

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

machine-learning scada wind-turbine wind-energy fault-detection

UpdatedJan 7, 2021
Python

byuflowlab /CCBlade.jl

Star65

Blade Element Momentum Method for Propellers and Turbines

bem aircraft wind-turbine rotor aerodynamics propeller bemt rotorcraft

UpdatedFeb 12, 2025
Python

lbborkowski /wind-turbine-detector

Star39

Wind Turbine Object Detection from Aerial Imagery Using TensorFlow Object Detection API and Google Colab

python machine-learning tensorflow remote-sensing aerial-imagery tensorflow-tutorials convolutional-neural-networks object-detection satellite-imagery wind-turbine wind-energy tensorflow-object-detection-api google-colab tensorflow-object-detection

UpdatedJul 26, 2020
Jupyter Notebook

abbey2017 /wind-energy-analytics

Star23

Physics-guided data-driven solutions for the wind energy industry

machine-learning artificial-intelligence wind-turbine wind-energy wind-energy-analytics

UpdatedOct 18, 2023
Python

christiankral /WindPowerPlants

Star23

The WindPowerPlants library is an open source library for the simulation of wind power plants. The library provides models of wind turbines, generators and control.

modelica wind-turbine

UpdatedJul 19, 2021
Modelica

alecuba16 /fuhrlander

Star15

Fuhrländer FL2500 2.5MW wind turbine dataset + pre-processing functions R MATLAB

machine-learning energy datasets wind-turbine renewable-energy

UpdatedJul 10, 2023
MATLAB

LazaUK /IndustrySolutions-WindFarm

Star15

Industry Solution, to capture telemetry of remote wind farm turbines, analyse patterns and visualise KPI (Key Performance Indicator) values in 3D scene of the Azure Digital Twins.

energy sustainability wind-turbine 3d

UpdatedDec 5, 2023
C++

andresrodriguez55 /wind-turbines-edge-ai

Star14

BACHELOR THESIS. Detect wind turbine errors using a hybrid model. Utilize ML, DL, edge computing. Dataset, neural network optimized with genetic algorithms. Low computational power ML models. Data is stored in the cloud. Turbine status via secure APIs. Password encryption. GRASP, SOLID

react iot machine-learning spring spring-boot deep-learning neural-network thesis solid optimization esp32 genetic-algorithm monolith wind-turbine layered-architecture grasp edge-computing ntier-architecture fastapi edge-ai

UpdatedJun 2, 2023
Java

ricklupton /bemused

Star12

Blade Element Momentum calculations in Python

bem wind-turbine blade-element-momentum-theory rotor blade-element

UpdatedFeb 22, 2022
Python

vortexlab-uclouvain /onwards

Star11

Online Wake Rapid Dynamic Simulator

wake wind-turbine meandering flow-sensing

UpdatedApr 3, 2024
Python

ggoretti /data_cleaning

Star10

python scripts for wind turbine data cleaning

scada wind-turbine data-cleaning wind-power wind-power-forecasting

UpdatedJul 14, 2021
Python

luisveratudela /monitoring

Star9

Estimates fatigue loads in wind turbines from SCADA data based on supervised learning.

design monitoring scada wind-turbine fatigue

UpdatedSep 11, 2018
Python

gbroques /openafpm-cad-core

Sponsor

Star8

Repository containing OpenAFPM wind turbine CAD model.

freecad wind-turbine renewable-energy wind-turbine-simulation windturbine wind-power wind-turbine-generator

UpdatedJan 21, 2025
Python

Ahmed-Maher77 /Wind-Turbine-Power-Prediction-App-using-Machine-Learning

Star7

"Wind Power Predictor" is a machine learning project that forecasts turbine output using real-time data from Turkish wind farms. Its web app interface offers convenient access to predictions, enabling informed decisions for maximizing energy production and advancing renewable energy usage.