Energy Sector Forecasting ML Frameworks

ML/DL models for predicting energy demand, generation, and consumption across power grids, renewable sources, and microgrids. Does NOT include general time-series forecasting, carbon tracking apps, or non-energy infrastructure applications.

There are 207 energy sector forecasting frameworks tracked. 2 score above 70 (verified tier). The highest-rated is FlexMeasures/flexmeasures at 77/100 with 188 stars and 1,072 monthly downloads.

Get all 207 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=energy-sector-forecasting&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Framework Score Tier
1 FlexMeasures/flexmeasures

The intelligent & developer-friendly EMS to support real-time energy...

77
Verified
2 ml-energy/zeus

Measure and optimize the energy consumption of your AI applications!

74
Verified
3 pyaf/load_forecasting

Forecasting electric power load of Delhi using ARIMA, RNN, LSTM, and GRU models

61
Established
4 FateMurphy/CEEMDAN_LSTM

CEEMDAN_LSTM is a Python project for decomposition-integration forecasting...

60
Established
5 saizk/Deep-Learning-for-Solar-Panel-Recognition

CNN models for Solar Panel Detection and Segmentation in Aerial Images.

58
Established
6 sb-ai-lab/Eco2AI

eco2AI is a python library which accumulates statistics about power...

57
Established
7 yuhao-nie/Stanford-solar-forecasting-dataset

Stanford sky images and PV power generation dataset for solar forecasting...

46
Emerging
8 goruck/nilm

Energy Management Using Real-Time Non-Intrusive Load Monitoring

46
Emerging
9 Sk70249/Wind-Energy-Analysis-and-Forecast-using-Deep-Learning-LSTM

A Deep Learning model that predict forecast the power generated by wind...

44
Emerging
10 BUAABIGSCity/KDDCUP2022

[KDD CUP 2022] 11th place solution of Spatial-Temporal Graph Neural Network...

43
Emerging
11 NatLabRockies/nsrdb

NSRDB data processing pipeline. Includes satellite data assimilation, cloud...

43
Emerging
12 abbey2017/wind-energy-analytics

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

43
Emerging
13 m4rz910/NYISOToolkit

Access data, statistics, and visualizations for New York's electricity grid.

43
Emerging
14 ZongXR/DCIC2024-PhotoVoltaic

本赛题要求选手基于历史光伏发电数据、天气数据、光伏设备空间相对位置等信息,通过建立适当的模型,对未来一段时间内的光伏发电出力进行预测。A榜使用外部数据得分...

41
Emerging
15 yuhao-nie/SkyGPT

A physics-constrained stochastic sky video prediction model for...

40
Emerging
16 erickCantu/TheGreenCitySolutionsGroup

Forecasting building energy demand through time series analysis and machine learning.

39
Emerging
17 ShashwatArghode/Wind-Energy-Prediction-using-LSTM

Time Series Analysis using LSTM for Wind Energy Prediction.

38
Emerging
18 m-zenker/ha-energy-forecast

An AppDaemon app for Home Assistant that forecasts household electricity...

37
Emerging
19 chandanc5525/EnergyConsumption_PredictionModel

This project focuses on analyzing electricity consumption patterns in...

37
Emerging
20 iceccarelli/GridOS

Open-source energy operating system for managing Distributed Energy...

37
Emerging
21 zhgqcn/awesome-NILM-with-code

A repository of awesome Non-Intrusive Load Monitoring(NILM) with code.

37
Emerging
22 ERMETE-Lab/NuSHRED

Shallow Recurrent Decoder for Nuclear Reactors applications

37
Emerging
23 dscheepens/Deep-RNN-for-extreme-wind-speed-prediction

Paper code for "Adapting a deep convolutional RNN model with imbalanced...

37
Emerging
24 LongxingTan/KDDCup2022-WPF

3rd Place Solution of KDD Cup 2022-Spatial Dynamic Wind Power Forecasting

36
Emerging
25 MohamadNach/Machine-Learning-to-Predict-Energy-Consumption

Building a machine learning model to predict energy consumption using LSTM...

36
Emerging
26 alanknguyen/OpenGreenMetric

Open-source Life Cycle Assessment engine that scores any consumer product's...

36
Emerging
27 irenekarijadi/CEEMDAN-EWT-LSTM

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

35
Emerging
28 irenekarijadi/RF-LSTM-CEEMDAN

Building energy consumption prediction using hybrid RF-LSTM based CEEMDAN method

35
Emerging
29 chenxingqiang/dfig-wind-power

MATLAB/Simulink implementation of a DFIG wind power system with energy...

35
Emerging
30 MathBunny/strava-wind-analysis

Analytics and data visualization site for Strava

34
Emerging
31 faisalthaheem/machine-learnt-air-conditioning

System that learns how often a room is occupied based on time, movement, air...

33
Emerging
32 jrcramos/Hybrid-modeling-of-bioreactor-with-LSTM

Deep hybrid modeling of bioreactor cell culture data using Long Short-Term...

32
Emerging
33 FlorianK13/skyimages

Download and manage sky images for solar power forecasting.

32
Emerging
34 piekarsky/Short-Term-Electricity-Price-Forecasting-at-the-Polish-Day-Ahead-Market

Modeling time series of electricity spot prices using Deep Learning.

31
Emerging
35 IBM/db2-event-store-iot-analytics

IoT sensor temperature analysis and prediction with IBM Db2 Event Store

31
Emerging
36 bitstoenergy/iclr-tutorial

Smart Meter Data Analytics Tutorial @ 11th International Conference on...

31
Emerging
37 andry06/SoLXter

🚀 Simplify interaction with solar data through an intuitive API for...

31
Emerging
38 kaymen99/AI-for-energy-sector

Application of machine/deep learning models & algorithms in the energy sector

30
Emerging
39 TochusC/windpower-forecast-system

[2024中国软件杯国家三等奖]TCN+LSTM+MLP实时风电预测网站。Realtime windpower forecast web system.

30
Emerging
40 vinsblack/energy-optimizer-pro

AI-Powered Building Energy Management System with 91%+ ML Accuracy

30
Emerging
41 JonasSievers/Transformer-based-Federated-Learning-for-Load-Forecasting

Source code for our ICCEP paper "Secure short-term load forecasting for...

30
Emerging
42 PoeMadara/Sustainable-Energy-Analysis-Platform

This repository uses deep learning and machine learning for time series...

30
Emerging
43 SyedHasnat/Papers

Contains the code for the paper "Multi-Horizon Short-Term Load Forecasting...

29
Experimental
44 ThomasGust/SoilingNet

This repository is for the SoilingNet Project. Soiling Net is an AI model to...

29
Experimental
45 SQY2021/Effinformer_IEEE-TIM

Effinformer: A Deep-Learning-Based Data-Driven Modeling of DC–DC...

28
Experimental
46 ArsamAryandoust/DataSelectionMaps

Enhanced spatio-temporal electric load forecasts with less data using active...

28
Experimental
47 ZongXR/DCIC2024-Offshore-Wind-Power

本赛题要求选手基于风力海况气象数据、风机性能数据等,针对复杂多变气象和海况条件的深度耦合影响,提出海上风电出力预测模型,提升模型精度以及在工程应用中的可信...

28
Experimental
48 sintel-dev/Zephyr

https://dtail.gitbook.io/zephyr/

27
Experimental
49 siang-chang/aidea-solar-energy-surplux

AIdea 太陽能發電量預測競賽, ITRI, Surplux Energy

27
Experimental
50 AIRI-Institute/eco4cast

eco4cast library aims to reduce carbon footprint of machine learning models...

27
Experimental
51 KishoreB25/Advancing-short-term-wind-power-forecasting-by-AI-driven-models-for-improved-accuracy

This study introduces a comprehensive AI-driven framework for short-term...

27
Experimental
52 scalytics/LSTM-NNW

Specialized LSTM & AI models

27
Experimental
53 RichardFindlay/day-ahead-probablistic-forecasting-with-quantile-regression

Using an integrated pinball-loss objective function in various recurrent...

27
Experimental
54 martymcenroe/ai-power-systems-compendium

An eclectic compendium of AI/ML resources for the Bulk Power System (BPS)...

27
Experimental
55 thuemah/heating_analytics

Machine learning heating analytics for Home Assistant. Predicts expected...

26
Experimental
56 SverreNystad/power-predictor

Using Machine Learning for time series forecasting of photovoltaic...

26
Experimental
57 JamesTwallin/GridSeis

Predicting Carbon Intensity from Grid Frequency Data Using FFT Analysis and...

26
Experimental
58 Aeris451/enhanced-nbeats-midterm

Enhanced N-BEATS for Mid-Term Electricity Demand Forecasting

26
Experimental
59 alwaysbyx/e2e-DR-learning

Code for our paper Demand Response Model Identification and Behavior...

26
Experimental
60 Ahmed-Maher77/Wind-Turbine-Power-Predictor___using-Machine-Learning

Wind Turbine Power Predictor is a smart web app that uses real-time wind...

26
Experimental
61 markub3327/NASA-POWER-BOT

Bot for downloading Solar irradiance data at target locations and region...

25
Experimental
62 adamd1985/Temporal_Convolution_Networks_for_Energy_Demand_Forecast

Temporal Convolution Neural Networks applied to the Electricity Demand...

25
Experimental
63 ShashankSingh614/EcoAIFinder

The EcoAIFinder focuses on discovering AI models designed for eco-friendly...

25
Experimental
64 brprojects/Energy-Prediction-ML

Predicted Spanish day-ahead energy demand and price with 97.5% accuracy...

25
Experimental
65 samresume/FlaPLeT

FlaPLeT is an open-source, full-stack web platform that enables end-to-end...

25
Experimental
66 turhancan97/LLC-Resonant-Converter-and-Battery-Charge-Discharge-Regression-Model

Turhan Can Kargın BACHELOR OF SCIENCE GRADUATION PROJECT

25
Experimental
67 FernandoSchett/wind_speed_prediction

Code to analyze diverse data and predict wind velocity with tensorflow. It...

25
Experimental
68 Kali-Decoder/Eco_GRiD_H23

Energy Trading marketplace between P2P and P2G or G2P. ...

24
Experimental
69 markub3327/Solar-Transformer

Solar Irradiance Forecasting with Transformer model

24
Experimental
70 al-chris/MicrogridSim

MicrogridSim is a MATLAB project designed for simulating and optimizing...

24
Experimental
71 DiogoRibeiro7/wind-clean-hybrid

Professional R package implementing a hybrid FCM + Mahalanobis + ANN model...

24
Experimental
72 Rosvend/Medellin-metro-LSTM

This project develops a long short-term memory-based (LTSM-based) deep...

24
Experimental
73 doguilmak/Predict-Heating-and-Cooling-Load

The aim is to use the eight features to predict each of the two responses...

24
Experimental
74 nivmukka/AI-residential-electricity-bill-prediction

Prediction of Residential Electricty Bill Amount using Aritificial Intelligence

24
Experimental
75 prathimacode-hub/Increasing-Renewable-Energy-Access-India

This project focuses on increasing renewable energy access in India using AI. ✨👌

24
Experimental
76 amangupta982/Eco-Commit-AI

AI-powered carbon footprint tracker — log eco-friendly habits (walking,...

23
Experimental
77 JishnuPG-tech/SmartWatt

SmartWatt is a hybrid AI and physics-based residential energy estimation...

23
Experimental
78 haripatel07/SmartSolarPanelTiltOptimization

This project optimizes solar panel performance by predicting POA Global...

23
Experimental
79 JDPS/pricesentinel

Multi-country energy price forecasting system with event awareness and data...

23
Experimental
80 Simarbir2112006/electricity-demand-forecasting-nsw

Hybrid Ridge + LightGBM pipeline over 95k+ half-hourly demand records....

23
Experimental
81 ZongXR/Baidu_KDD_CUP_2022

Spatial Dynamic Wind Power Forecasting. This task has practical importance...

23
Experimental
82 openclimatefix-archives/power_perceiver

Machine learning experiments using the Perceiver IO model to forecast the...

22
Experimental
83 atsawinkz/smart-grid-stability-decision-tree

A Machine Learning project implementing a Decision Tree Classifier to...

22
Experimental
84 Vipin-Baniya/UrjaRakshak

It is a Physics-Aware Energy Integrity & Grid Intelligence Platform designed...

22
Experimental
85 Karim123495/solar-image-recognition

🌞 Enhance solar energy monitoring with this image recognition tool that...

22
Experimental
86 DarthAether/outage-prediction-system

Compound weather event modeling for state-agnostic power outage prediction....

22
Experimental
87 tiwariji623/power-output-prediction-ann

⚡ Predict electrical power output of a Combined Cycle Power Plant using...

22
Experimental
88 Aditya-Khankar/dc-wue-prediction

Predicting cooling water consumption in data centres using KNN regression.

22
Experimental
89 jaivantr/VAMP-Guard

AI + DSP powered energy vampire detection system for institutional...

22
Experimental
90 LindaCatalina/ancla-a-xm-energy-demand-forecast

Forecasting de demanda energética con series de tiempo, machine learning,...

22
Experimental
91 antilneeraj/EnergyConsumptionAnalysis

Analyzing and predicting future energy consumption trends using Python,...

22
Experimental
92 SuperDataScience-Community-Projects/SDS-CP027-watt-wise

Timeseries forecasting of energy consumption

22
Experimental
93 artichectJ/energy-forecaster

Production-grade energy forecasting app · XGBoost (R² 0.9981) · Prophet ·...

22
Experimental
94 ViswaBai/sea-level-app

🌊 Forecast global sea level rise with our interactive app by comparing three...

22
Experimental
95 maoooooooo123/MeterSense-Smart-Meter-Analytics-Database

📊 Analyze and optimize smart LPG meter performance with our SQL Server-based...

22
Experimental
96 kenkao05/greenenergy

This project uses machine learning to analyze and predict global renewable...

22
Experimental
97 MuhammadTalhaPawa/Energy-Optimization-OR-and-ML

⚡ Optimize energy generation using Operations Research and Machine Learning...

22
Experimental
98 Adrien-1997/elec-forecast

End-to-end ML pipeline for 24h-ahead electricity demand forecasting across...

22
Experimental
99 Dazzle13/ai-energy-saver

🌱 Forecast energy use, detect anomalies, and receive actionable savings...

22
Experimental
100 pratiksingh1296/electricity-demand-forecasting

Electricity demand forecasting using time-series feature engineering and ML...

22
Experimental
101 adrienpetralia/ApplianceDetectionBenchmark

[ACM e-Energy23] Appliance Detection Using Very Low Frequency Smart Meters...

21
Experimental
102 alvgaona/hotspots-web

Thermal Hotspots Detection in Photovoltaic Modules

21
Experimental
103 adrienpetralia/CamAL

[ICDE 2025] CamAL: A Weakly Supervised Framework for Appliance Localization...

21
Experimental
104 Googol2002/Energy-Consumption-Forecasting

预测区域电力负荷的深度学习模型

21
Experimental
105 mehakagg1313/SOLAR-AND-WIND-ENERGY-PREDICTION

Predicts real-time solar and wind energy

21
Experimental
106 AMINmiNn/Energy_Internet_Final

Prediction of PV power and wind power oiutputs(光伏风电出力预测)

21
Experimental
107 dawidemmm/wind-farm-power-forecasting

The project aims to utilize deep learning models to forecast wind farm power...

20
Experimental
108 antongiannis/dr-behaviour-modelling-residential

Code repository for the paper "Data-driven modelling of energy demand...

20
Experimental
109 kamlesh0928/energy-track

IoT-powered​‍​‌‍​‍‌​‍​‌‍​‍‌ smart factory simulation that combines Kafka,...

20
Experimental
110 AlexGiazitzis/LSTM-Power-Consumption-Forecasting

Implementation of an LSTM network in MATLAB that predicts future power...

20
Experimental
111 tbrumue/heapo

HEAPO – An Open Dataset for Heat Pump Optimization with Smart Electricity...

20
Experimental
112 Shengwei-Peng/PV-Power-Generation-Forecasting

A project focused on forecasting solar photovoltaic (PV) power generation...

20
Experimental
113 jaksanders/electric-load-forecasting

Deep learning models for short term electric load forecasting

19
Experimental
114 Gnowak73/Pocky

A TUI application for analyzing, filtering, and downloading solar flare FITs.

19
Experimental
115 theresearchai/energy_management_rl

MIDS Capstone Project, Duke University, 2021

19
Experimental
116 John-Pinto/energy-consumption-forecasting

A MLOps project on Denmark's Energy Consumption Forecasting.

19
Experimental
117 Ishita95-Harvard/Merged--AI-Smart-Grid-Modules-into-MAS-Grid-LAB-D-Simulation

Merge Workflow - 1. Renewable-Forecasting-and-Optimization 2. Experimental...

19
Experimental
118 carmenabans/Solar-energy-production-forecasting-with-ML

Machine learning models for forecasting of solar power generation

18
Experimental
119 kalesha681/Load-Forecasting

Developed a modular electrical load forecasting and grid analytics system...

18
Experimental
120 UCY-LINC-LAB/GreenAnalyzer-Project

A framework for Geo-distRibuted Edge-cloud Energy consumption ANALYsis...

18
Experimental
121 PiyushBagde/SolarMap

Deep learning project is designed to detect small-sized rooftop photovoltaic...

18
Experimental
122 DanLeiria/from-watts-to-clustering

Medium article regarding the clustering of the monthly electricity usage in Portugal

18
Experimental
123 Pegah-Ardehkhani/Energy-Optimization-OR-and-ML

An energy optimization linear problem using a combination of Operations...

18
Experimental
124 Khalid-Sultan/Solar-Energy-Prediction-using-ML-alongside-Flask-Website

A Single Page website built using Flask to show solar energy prediction on...

17
Experimental
125 ChristianInterno/SIDED

Dataset for Industrial Energy Disaggregation (NILM)

17
Experimental
126 yajasarora/Solar-Energy-Prediction-with-Machine-Learning

This project uses machine learning to predict solar energy output based on...

17
Experimental
127 MFHChehade/Medium-Term-Load-Forecasting-using-TCN-LSTM-ARIMA

The work develops a multi-step time series load forecasting model that...

17
Experimental
128 Alireza-Motazedian/GIC__Geomagnetic_Induced_Current

GIC Forecasting & Analysis — A data-driven framework for modeling...

17
Experimental
129 FaithEX1331/Hack4IMPACTTrack2-RoofWatt

Hyperlocal rooftop solar yield estimation for every Indian — accurate,...

17
Experimental
130 kahramankostas/Prediction-of-wind-turbine-power-generation-from-real-time-SCADA-data

Prediction of wind turbine power generation from real-time SCADA data

17
Experimental
131 PrudhviRaavi/Bill-Guard-AI

BillGuard is an AI-powered bill auditor that instantly detects electricity...

17
Experimental
132 OkeMoyo/BENV0148_Group_3

Project Title: Forecasting the Impact of Climate Change on Great Britain's...

16
Experimental
133 Kamal-Shirupa/Photovoltaic-Power-Forecasting-using-Hybrid-Model

Our project focuses on forecasting photovoltaic (solar) power generation...

16
Experimental
134 mralisoltani/auhack2026

Interactive dashboard for energy market analysis and ML spot price forecasting

16
Experimental
135 ShivamBharti-29/PowerPlant-Energy-Output-Predictor

Deep learning regression project that predicts power plant energy output...

15
Experimental
136 Sumanth1410-git/SOLARIS-X

🛰️ Production-ready ML system for geomagnetic storm prediction | 98% AUC,...

15
Experimental
137 craigm26/energy-ai-education

Energy AI Education Hub — curated ML/AI learning materials for the energy...

15
Experimental
138 Vipul-Mhatre/Thundervine

A full-stack application for analyzing carbon emissions and energy...

15
Experimental
139 Ahmad-Ali-Rafique/Electricity-Consumption-Analysis-Household-Dataset

This repository contains analysis and predictive modeling of household...

15
Experimental
140 SafwanAlselwi/AAO-BiLSTM

The code and dataset used in the published paper: Smart grid stability...

15
Experimental
141 raputra18/Solar-Power-MachineLearning

Machine learning-based prediction of solar panel power output using LDR...

15
Experimental
142 vk6373092-bot/My-WattWise-project

AI-Powered Smart Energy Optimization System

14
Experimental
143 Mezz27/strategic-explainable-electricity-load-forecasting

Time-series electricity load forecasting using XGBoost and LSTM, enhanced...

14
Experimental
144 Priyanshgupta108/energy-demand-forecast-ml

ML-based energy demand forecasting using Random Forest, Gradient Boosting,...

14
Experimental
145 shozenchalla/energy-forecasting-zurich

Time series forecasting of 15-minute electricity consumption in Zurich using...

14
Experimental
146 ShreyasLengade/Energy-Consumption-Forecasting

Worked in a four-member team on a project to forecast energy consumption in...

14
Experimental
147 jacquesbach/balkonkraftwerk

Balkonkraftwerk Analytics

14
Experimental
148 Yash-Bhatt-me/electricity-demand-prediction

Electricity demand forecasting using XGBoost with time-series feature...

14
Experimental
149 noahlips/green-ai-solar-backend

FastAPI backend for solar panel efficiency prediction — GradientBoosting ML model

14
Experimental
150 Lipranj14/Hourly_Energy_Consumption_Forecasting

Time-series forecasting using XGBoost to predict hourly energy consumption...

14
Experimental
151 mcnaim0/Optimal_Engine_Crankshaft_Fatigue_Life_using_XGBoost

Optimizing engine crankshaft fatigue life using XGBoost

14
Experimental
152 liam-abrahams/wind-turbine-performance-analysis-and-forecasting

Wind turbine SCADA Analysis | Power curves, KPI dashboard, loss analysis,...

14
Experimental
153 agarcia196/talentotech2_bootcamp_ia_intermediate

Predicción horaria del precio de bolsa eléctrica en Colombia con RNN, usando...

14
Experimental
154 Luca080808/energy_arbitrage_strategy

ML-based energy arbitrage strategy for intraday and imbalance electricity...

14
Experimental
155 Thomasetiawan/power-inspection

🔍 Inspect and analyze power system data efficiently to enhance performance...

14
Experimental
156 Msturroc/nuclear_impact_prediction

XGBoost models in pure Julia for rapid prediction of radiological impact on...

14
Experimental
157 Adarshds-pixel/electricity-consumption-forecasting-ai

AI-based electricity consumption forecasting system using LSTM with cost...

14
Experimental
158 KrisN13/Forecasting-UK-Grid-Carbon-Intensity

Is it possible to predict near-term UK carbon intensity and show people that...

14
Experimental
159 Negin-Hadad/hydrogen-leakage-detection

Machine learning pipeline for hydrogen leak detection and response...

14
Experimental
160 shomerthesec/Research-Buildings-Energy-forecasting-using-Deep-Learning

Research done by me and @mennanawar on load forecasting using the ASHRAE...

14
Experimental
161 malachi-wx/grid-demand-analysis

Probabilistic PJM load forecasting using GFS temperature scenarios and Monte...

14
Experimental
162 habibsaboahmad/solar-power-forecasting-ml

Machine learning model for solar power forecasting using time-series features

14
Experimental
163 Venkat-023/Power-Consumption-Regressor

A full-stack machine learning project that compares and optimizes multiple...

14
Experimental
164 br0kenSVK121/ecoflight-ai

✈️ Optimize flight routes with AI to reduce carbon emissions and fuel use,...

14
Experimental
165 alopezberm/Data-Driven-Strategies-for-Financial-Resilience-in-Energy-Procurement

A Data-Driven Decision Support System to optimize industrial energy...

14
Experimental
166 k4niissg/octogreen

🌍 Analyze energy consumption, detect anomalies, and get personalized savings...

14
Experimental
167 Stefen-Taime/databricks-ml-energy-pipeline

MLOps pipeline for predicting electricity consumption (kWh) with Terraform,...

14
Experimental
168 MalikSaqib47/Solar-Power-Prediction

Solar power prediction using Machine Learning for efficient renewable energy...

14
Experimental
169 C10H15NN/Smart-Energy-Meter-Management

Monitor real-time energy use with ESP32, display data locally and remotely,...

14
Experimental
170 MGdark77/T5-EDA

Determine the best sites in Saudi Arabia for solar and wind energy projects.

14
Experimental
171 angshumancertified/ML-XGBoost-for-Solar-Power-Generation-Forecast

Machine Learning based forecast system for Solar PV Power Generation.

14
Experimental
172 ghsmc/lightgrid

Predicting U.S. power outages with EAGLE-I data and a snow storm headed for NYC.

14
Experimental
173 Emmyme/ai-impact-tracker

CLI tool that automatically tracks environmental impact of AI training runs...

14
Experimental
174 oosei25/energy-rnn-forecasting

A PyTorch-based, end-to-end energy time-series forecasting demo with...

14
Experimental
175 lavishly-deathly/energy-consumption-ml-prediction

⚡ Predict energy consumption in buildings using machine learning, revealing...

14
Experimental
176 AStroCvijo/power_consumption_prediction

Future power consumption prediction using LSTM, GRU and Transformer models

14
Experimental
177 Uttarayan002/Energy-Forecast-Optimization-with-XGBoost-for-Operational-Efficiency

Developed a robust machine learning model (XGBoost), to demonstrate how data...

14
Experimental
178 harshitrana81/Machine-Learning-Projects2

This project is an end-to-end Machine Learning solution designed to predict...

14
Experimental
179 JonasSievers/Mixture-of-Experts-based-Federated-Learning-for-Energy-Forecasting

Source code for our preprint paper "Advancing Accuracy in Load Forecasting...

13
Experimental
180 ethicalByte1443/Intelligent-Secure-Backup-System

An ML-powered hybrid backup system that optimizes energy usage, balances...

13
Experimental
181 thatipamula-jashwanth/SmartEco

SmartEco is an open-source ML ecosystem for production-focused machine...

13
Experimental
182 Sivatech24/AI-Driven-Solar-Energy-Management-Forecasting-Optimization-Fault-Detection

Developing AI models to predict solar power production, detect inverter...

13
Experimental
183 TahaBinhuraib/energy_datascience

Price Forecasting and System Direction Determination in the Balancing Power Market

13
Experimental
184 WaniaKhance/Real-Time_Data_Center_Energy_Management

This project is Master thesis research conducted at ENEA Portici Research...

13
Experimental
185 sugatagh/Electron-Energy-Flux-Prediction-using-Deep-Learning

The objective of the project is to predict the total electron energy flux...

13
Experimental
186 Chaitanya-030/Solar-Panel-Optimization

In this project, we focused on optimizing the efficiency of solar panels. By...

13
Experimental
187 karami-mehdi/SolarPowerGenerationAnalysis

Machine learning analysis for predicting solar power generation using...

13
Experimental
188 paresh1901/Parameter_Prediction_WSN

Evaluation of Machine Learning Models such as Linear Regression, Decision...

12
Experimental
189 santidrj/DL-energetic-impact-analysis

Replication package for the data analysis of the master thesis "An analysis...

12
Experimental
190 LightRitter/Frequency-and-Power-Prediction-System

Machine Learning Tool to Forecast Grid Frequency and Scheduled Power...

12
Experimental
191 16kushaal/Energy-Grid-Load-Forecasting

Project uses machine learning to predict energy load in Spanish cities based...

12
Experimental
192 Furk4nBulut/SolarVizyon-Solar-Panel-Detection

This project contains the code for the SolarVizyon solar panel initiative....

12
Experimental
193 smanotasa/ForecastingEnergyPrices

Predictive Modeling for Day-Ahead Pricing in the Colombian Electricity Market

11
Experimental
194 pranavnpk/Electricity-Load-Forecasting

Electricity load forecasting using time series analysis and machine learning...

11
Experimental
195 aneeshmurali-n/AI-Turbine-Energy-Yield-Predictor

Maximize turbine performance and energy output with this AI. By entering key...

11
Experimental
196 SimranS2875/Solar-Energy-Prediction

Prototype Streamlit application for Solar Energy Prediction using CNN and...

11
Experimental
197 nghn0/SolarCycle-analysis_and_prediction

Sunspot cycle analysis and SSN forecasting using LSTM.

11
Experimental
198 ashworks1706/AI-Solar-Panel

An innovative self-adjusting solar panel system that maximizes energy...

11
Experimental
199 patricksferraz/wind-speed-forecast

ML-based wind speed forecasting using a 4-layer MLP neural network. Achieves...

11
Experimental
200 KayloPortal/kaggle_appliances_energy_prediction

Ablation study on appliance energy prediction using L1/L2 regularized...

11
Experimental
201 JJSanabriaS/2005_AI-energy_markets_cesar_y_acevedo

technical support for msc thesis on electrical eng

11
Experimental
202 Alaina1713/Smart-Energy-Consumption-Forecasting-System

A full-stack IoT and AI-powered platform that predicts electricity usage for...

11
Experimental
203 MitullGoel-05/SMART-CAMPUS-ENERGY-MANAGEMENT-SYSTEM-

IoT-integrated energy management system featuring ensemble learning models...

11
Experimental
204 bistuwangqiyuan/solar-image-recognition-demo

A modern, high-performance solar image recognition demo website with AI integration

11
Experimental
205 ManviPanjwani/sustainability-ai-platform

Real-time, AI-powered sustainability platform (FastAPI + Next.js) to...

11
Experimental
206 glezdiazh/BIOFUELS.PTML

BIOFUELS.PTML: AI-Driven Design of Eco-friendly Gasoline or Biofuels blends

11
Experimental
207 azizdeniz890/sunspot-time-series

End-to-end time series analysis and forecasting of monthly sunspot numbers...

10
Experimental