Predictive Maintenance ML ML Frameworks

Machine learning systems for predicting equipment failures, remaining useful life, and maintenance scheduling across industrial assets (engines, turbines, bearings, tools). Does NOT include general time-series forecasting, demand prediction, or price estimation unrelated to equipment health.

There are 138 predictive maintenance ml frameworks tracked. 1 score above 50 (established tier). The highest-rated is petrobras/BibMon at 51/100 with 99 stars.

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#	Framework	Score	Tier	Stars	Language
1	petrobras/BibMon Python package that provides predictive models for fault detection, soft...	51	Established	99	Python
2	hustcxl/Deep-learning-in-PHM Deep learning in PHM，Deep learning in fault diagnosis，Deep learning in...	43	Emerging	478	—
3	kokikwbt/predictive-maintenance Datasets for Predictive Maintenance	42	Emerging	158	Jupyter Notebook
4	biswajitsahoo1111/rul_codes_open This repository contains code that implement common machine learning...	41	Emerging	217	Jupyter Notebook
5	liguge/Journals-of-Prognostics-and-Health-Management 智能故障诊断和寿命预测期刊（Journals of Intelligent Fault Diagnosis and Remaining Useful Life）	41	Emerging	441	—
6	tvhahn/weibull-knowledge-informed-ml Using knowledge-informed machine learning on the PRONOSTIA (FEMTO) and IMS...	40	Emerging	173	Python
7	biswajitsahoo1111/cbm_codes_open This repository contains data and code that implement common machine...	39	Emerging	96	Jupyter Notebook
8	awslabs/aws-fleet-predictive-maintenance Predictive Maintenance for Vehicle Fleets	39	Emerging	71	Jupyter Notebook
9	matlab-deep-learning/Fault-Detection-Using-Deep-Learning-Classification This demo shows how to prepare, model, and deploy a deep learning LSTM based...	38	Emerging	88	C++
10	sonic160/dtr_digital_model_simulink This repo shows a digital model of a robot in simulink, and show how to use...	37	Emerging	21	MATLAB
11	jiaxiang-cheng/PyTorch-CNN-for-RUL-Prediction PyTorch implementation of CNN for remaining useful life prediction. Inspired...	36	Emerging	101	Python
12	Yi-Chen-Lin2019/Predictive-maintenance-with-machine-learning This project is about predictive maintenance with machine learning. It's a...	36	Emerging	72	Jupyter Notebook
13	freds0/fault_detection_power_transmission_lines Tensorflow Object Detection API for fault detection at power transmission lines.	33	Emerging	18	Python
14	mohyunho/N-CMAPSS_DL N-CMAPSS data preparation for Machine Learning and Deep Learning models....	33	Emerging	106	Jupyter Notebook
15	Abhijit-Bhumireddy99/RUL_Prediction remaining Useful Life (RUL) Prediction of Mechanical Bearings using...	33	Emerging	201	Jupyter Notebook
16	Charlie5DH/PredictiveMaintenance-and-Vibration-Resources Papers and datasets for Vibration Analysis	32	Emerging	213	Jupyter Notebook
17	lestercardoz11/fault-detection-for-predictive-maintenance-in-industry-4.0 This research project will illustrate the use of machine learning and deep...	32	Emerging	143	Jupyter Notebook
18	judithspd/predictive-maintenance Baseline study on the development of predictive maintenance techniques using...	32	Emerging	21	Jupyter Notebook
19	HaoranLiu507/PulseShapeDiscrimination Comprehensive Pulse Shape Discrimination toolbox for radiation pulse signals...	31	Emerging	5	Python
20	RushikeshKothawade07/predictive-maintenance-ML The project is a machine predictive maintenance application that uses...	31	Emerging	24	Jupyter Notebook
21	Awais-Asghar/Early-Fault-Detection-for-Induction-Motor-Using-ML An integrated MATLAB–ML system for early fault detection in induction...	30	Emerging	4	MATLAB
22	n-sapkota/Fault-Detection-wind-turbine Wind turbine fault detection using one class SVM	30	Emerging	16	Jupyter Notebook
23	HROlive/Applications-of-AI-for-Predictive-Maintenance Nvidia DLI workshop on AI-based predictive maintenance techniques to...	30	Emerging	91	Jupyter Notebook
24	Hunterdii/AI-Nexus AI Nexus 🌟 is a streamlined suite of AI-powered apps built with Streamlit....	30	Emerging	14	Jupyter Notebook
25	mohan696matlab/BG-CNN-for-DC-Motor-FDI BG-CNN: A Hybrid Fault Diagnosis Method for Improved Fault Isolation. This...	29	Experimental	12	Jupyter Notebook
26	lapisco/Wind_turbine_failure_prediction Machine learning applied to wind turbines incipient fault detection.	29	Experimental	93	Jupyter Notebook
27	ShubhankarKG/RUL_Prediction_SVM Bearing remaining useful life prediction using support vector machine and...	29	Experimental	53	Jupyter Notebook
28	ML-PSE/Fluid-Catalytic-Cracking-Unit-Dataset-for-Process-Monitoring-Evaluation Datasets from a fluid catalytic cracking unit to evaluate FDD techniques	28	Experimental	24	Jupyter Notebook
29	anamarigarzon/Predictive_and_Proactive_Maintenance_in_Power_Systems This repository contains the analysis of predictive and proactive...	28	Experimental	13	Jupyter Notebook
30	HarshGupta-DS/Predictive-Maintainence-using-Data-Analysis-and-Time-Series-Forecasting Predictive Maintenance avoids the drawbacks of Preventive Maintenance (under...	28	Experimental	17	Jupyter Notebook
31	TheAkshatGupta/Predictive-Maintenance-FactoryGuard-AI Production Level Predictive Maintenance using Tabular / IoT data with...	28	Experimental	1	Jupyter Notebook
32	Farzinkh/Partial_Discharge This repository maintain codes and logs for "Partial Discharge Localization...	27	Experimental	36	Jupyter Notebook
33	katulu-io/uniwear-dataset Tidy multi-material machine tool wear dataset for prognostics and health monitoring.	27	Experimental	19	Jupyter Notebook
34	milank94/motor-fault-classification The following is a machine learning project to classify induction motor fault modes.	26	Experimental	34	Python
35	Sengarofficial/Predictive_Maintenance_With_MLops Aircraft components are susceptible to degradation, which affects directly...	25	Experimental	4	CSS
36	mohyunho/MOO_ELM Multi-Objective Optimization of ELM for RUL Prediction	25	Experimental	15	Python
37	HassanMahmoodKhan/Machine-Learning-Based-Fault-Diagnosis-of-Electric-Drives Fault diagnosis of some critical and non-critical faults in electric drives...	25	Experimental	13	Jupyter Notebook
38	jegun19/predictive_maintenance This repository contains codes for implementing time-series forecasting with...	25	Experimental	5	Jupyter Notebook
39	aimclub/foressment_lib AI-based assessment and forecasting of the state of complex technical objects.	24	Experimental	3	Python
40	zggg1p/A-Domain-Adaption-Transfer-Learning-Bearing-Fault-Diagnosis-Model-Based-on-Wide-Convolution-Deep-Neu Inspired by the idea of transfer learning, a combined approach is proposed....	24	Experimental	149	Python
41	CR-DSiL/predictive-incident-management Predictive Incident Management analyses large data sets to identify risk...	24	Experimental	17	Python
42	liguge/Fault-diagnosis-for-small-samples-based-on-attention-mechanism 基于注意力机制的少量样本故障诊断 pytorch	23	Experimental	278	Python
43	NlKatz/System-Maintenance-Panel 🛠️ Manage Windows system updates and settings effortlessly with this...	23	Experimental	1	Python
44	ananttripathi/Predictive-Maintenance ML-based engine failure prediction from sensor data (RPM, oil/coolant...	23	Experimental	6	—
45	Shengwei-Peng/CNC-Predictive-Maintenance A predictive maintenance system for CNC machines using machine learning...	23	Experimental	6	Python
46	Swordship/NASA-Turbofan-Predictive-Maintenance-System 🚀 Predictive maintenance for NASA turbofan engines — RUL estimation using ML...	22	Experimental	—	Python
47	Gogeta767/flaky-test-prediction-ml Predict and detect flaky tests in CI/CD pipelines using machine learning to...	22	Experimental	—	Python
48	merobabo/vehicle-health-agent 🚗 Monitor vehicle health and predict failures using advanced machine...	22	Experimental	—	Python
49	mandeepsharma14/the-nexus-industrial-ai End-to-end Industrial AI platform for predictive maintenance — predicts...	22	Experimental	—	Jupyter Notebook
50	start-again-006/Prediction-of-Tool-Wear-in-micro-Ultrasonic-Machining This repository presents a theoretical model for predicting tool wear in...	22	Experimental	—	Python
51	Derkhold/Pmsm_soft_sensor Deep Sequential Learning (GRU) for PMSM thermal soft-sensing. A robust,...	22	Experimental	—	Jupyter Notebook
52	LozanoLsa/Motor_Failures_Prediction [3] The most similar motor you've seen before - already failed.	22	Experimental	—	Jupyter Notebook
53	founder922/physics-based-behavioural-fingerprinting Dataset and software framework for industrial uptime verification using...	22	Experimental	—	Python
54	haydarozden/Vehicle-Defect-Classifier Automatic classification of vehicle defect descriptions into component...	22	Experimental	—	Jupyter Notebook
55	KhobaitUddinSimran/YSMAI-HVAC-Monitoring Production-ready ML/AI HVAC monitoring system with real-time simulation,...	22	Experimental	—	Python
56	VaraalakshimeV/Predictive-Maintenance-On-CNC-Machine Stop CNC Machine downtime before it happens!!!!	22	Experimental	—	HTML
57	senanurcetin/smart-factory-app Industry 4.0 dashboard for predictive maintenance, OEE tracking, and factory...	22	Experimental	—	Python
58	galafis/iot-predictive-maintenance-edge IoT predictive maintenance platform with edge computing, anomaly detection...	22	Experimental	—	Python
59	devwithmohit/predictive-maintenance-manufacturing-system Production-grade predictive maintenance system using NASA C-MAPSS dataset....	22	Experimental	—	Python
60	nimicWh/PredictiveMaintPump Industrial Pump Predictive Maintenance	22	Experimental	—	Python
61	Aashritha-2005/Finite-Element-Model-Based-Neural-Twin-for-Structural-Dynamics-and-SHM Structural Health Monitoring system that unifies deep learning and Finite...	22	Experimental	3	Python
62	Aficionado45/IM-Fault-Detection Working in the field of predictive modelling to detect and classify various...	22	Experimental	9	Jupyter Notebook
63	samueldata/predictive-maintenance A predictive maintenance system that analyzes machinery sensor data with...	22	Experimental	7	Jupyter Notebook
64	jjjoshuachen/TurboSense Industrial Equipment Predictive Maintenance Platform \| NASA C-MAPSS +...	22	Experimental	—	Python
65	junior209lsj/FaultDiagnosisOptimizerBenchmark Benchmark code for optimizers of bearing fault diagnosis. This code provides...	20	Experimental	49	Python
66	lucadellalib/bdl-rul-svgd Bayesian deep learning for remaining useful life estimation via Stein...	20	Experimental	29	Python
67	sebamarinovic/final_ML2 🚀 Mantenimiento Predictivo en Motores de Turbofán con Gradient Boosting....	19	Experimental	—	Jupyter Notebook
68	Michele-Maestrini/FusionCore A research framework for benchmarking risk-aware time-series models in...	19	Experimental	—	—
69	Ardawanism/Fault-Detection-and-Identification-2023 In this repo, a few topics about useful Machine Learning and Deep Learning...	19	Experimental	4	Jupyter Notebook
70	adam-aalah/Feature-clustering-and-XAI-for-RUL-estimation Feature clustering and XIA for RUL estimation	19	Experimental	5	Jupyter Notebook
71	R3venge1337/wind-turbine-maintenance Real-time predictive maintenance system for wind farms using Big Data...	19	Experimental	—	Java
72	Eason0227/Turbofan-Engine-Remaining-Useful-Life-Prediction Remaining Useful Life Prediction	17	Experimental	4	Jupyter Notebook
73	Chaitanya5068/predictive-maintenance-project A dynamic Predictive Maintenance system that auto-detects dataset type and...	17	Experimental	2	Python
74	Jinzo03/MachineLearning_PFA A simple MLP model dedicated to classifying faults in a small 12V motor...	16	Experimental	2	Jupyter Notebook
75	Kushalk0677/AI-Driven-Predictive-Maintenance-with-Real-Time-Contextual-Data-Fusion-for-Connected-Vehicles V2X-augmented predictive maintenance for connected vehicles — contextual...	16	Experimental	2	Python
76	YahiaouiLydia/Efficient-and-Reliable-Predictive-Maintenance-in-Trains-based-on-BiLSTM-Model Predictive maintenance for train air compressors using BiLSTM and SHAP....	16	Experimental	1	Jupyter Notebook
77	jordandelbar/predictive-maintenance-showcase A pet project on training and serving an autoencoder model for predictive maintenance	16	Experimental	2	Go
78	yzbbj/fault_diagnosis_using_CNN Fault diagnosis using CNN	16	Experimental	4	MATLAB
79	Irfan176/Partial-Discharge Partial Discharge Detection is an integral part in electrical power system,...	16	Experimental	4	Jupyter Notebook
80	shemanto27/IoT-Based-PV-Panel-Fault-Detection-and-Classification-Using-Machine-Learning-and-Deep-Learning Undergraduate Thesis \| Title: IoT-Based Fault Detection and Monitoring...	16	Experimental	3	JavaScript
81	HSKCTA/Resonance Offline edge AI for vibration-based machine fault detection using FFT,...	16	Experimental	2	TypeScript
82	4belito/deep-performance-rul Probabilistic ML framework for RUL prediction combining neural networks and...	15	Experimental	1	Jupyter Notebook
83	SagharShafaati/TriFuse-PdM TriFuse-PdM is an interpretable, fusion-based predictive maintenance...	15	Experimental	—	Jupyter Notebook
84	elouanXP/turbofan-rul-prediction Predictive maintenance for turbofan engines — RUL prediction on NASA CMAPSS...	15	Experimental	1	Jupyter Notebook
85	DavisM1212/NHTSA-ODI-Complaint-Analytics This project uses the NHTSA ODI consumer complaints to develop a method for...	15	Experimental	1	Python
86	oday198/predictive-maintenance-ml-platform Production-style ML platform for real-time predictive maintenance simulation...	14	Experimental	—	Python
87	RobsonAdvincula/predictive-maintenance-ml Predict Remaining Useful Life (RUL) of industrial equipment using ML. Random...	14	Experimental	—	Python
88	PrajvalN/predictive-maintenance-timeseries Predictive maintenance time-series analysis on NASA C-MAPSS turbofan engine...	14	Experimental	—	Python
89	TejaGalla/ai-predictive-maintenance-dashboard End-to-end AI-powered predictive maintenance system with FastAPI, React...	14	Experimental	—	Python
90	GouravSingal-code/Watchdog Real-time restaurant uptime monitoring with ML-powered (LSTM) fallback...	14	Experimental	—	Python
91	Z3k0off/3DPrinter_PredictiveMaintenance Predictive Maintenance System for 3D Printers using AI, Machine Learning, and Python.	14	Experimental	4	—
92	mehdihbgi3/Predictive-maintenance-digital-twin Predictive maintenance system for hard drive failure prediction, XGBoost...	14	Experimental	—	Jupyter Notebook
93	yerda-zh/ml-fod-in-wpt Machine learning pipeline for foreign object detection in wireless EV...	14	Experimental	—	Jupyter Notebook
94	anikerry/predictive_maintenance_project Production-grade Machine Learning pipeline predicting industrial equipment...	14	Experimental	—	Jupyter Notebook
95	heyaankit/pdm-industrial-app An end-to-end Industrial Predictive Maintenance web application. This...	14	Experimental	—	Jupyter Notebook
96	justinahamed/predictive-maintenance-renewind Classification model for predictive maintenance and wind turbine failure detection	14	Experimental	—	Jupyter Notebook
97	eboekenh/PumpPredictor Predictive maintenance for water pump failure detection in Tanzania — RF,...	14	Experimental	—	Jupyter Notebook
98	Mihirpatil33/predictive-system-monitoring-ai ML-powered system monitoring tool with anomaly detection and FastAPI backend.	14	Experimental	—	Python
99	aravikishan/ai-driven-predictive-maintenance-dashboard AI-Driven Predictive Maintenance Dashboard	14	Experimental	—	HTML
100	elparcer1970/Industrial-Predictive-Monitoring-using-LSTM-GRU Predict industrial equipment sensor data to forecast failures, estimate...	14	Experimental	—	Jupyter Notebook
101	yasminmota23-hub/Engine-Failure-Prediction Predict engine failure early by analyzing real-time data from ESP32 sensors...	14	Experimental	—	—
102	moronee29/MachineGuard-AI 🔧 Predict and prevent machine failures with AI-driven insights, achieving...	14	Experimental	—	HTML
103	sergey-kasatov/predictive-maintenance-ml Predictive maintenance ML case study (Python / scikit-learn)	14	Experimental	—	—
104	Michael-KyeKye/Predictive-Maintenence-System-Dashboard Monitor rotating industrial machines in real time using edge-based AI to...	14	Experimental	—	JavaScript
105	Alexandre2377/maintenance-app 🏢 Manage building maintenance with this AI-driven app, built for speed and...	14	Experimental	—	TypeScript
106	yzbbj/Sequence-to-Sequence-Classification-Using-LSTM To find out when was the time that the fault occurs and make predictions to...	14	Experimental	9	MATLAB
107	Ocramnaig94/digital-twin-for-aircraft-engine-maintenance A Digital Twin prototype for aircraft engine health management in order to...	14	Experimental	13	Jupyter Notebook
108	piyuVR/Predictive-Maintenance-of-Motor This project can predict that your motor can work or fail. This model works...	14	Experimental	7	Jupyter Notebook
109	ertis-research/shm-wind-turbines Structural Health Monitoring of Wind Turbines	14	Experimental	9	Java
110	ryanpaulgernan/Machine-Failure-Prediction-using-AI4I-2020-Data Predict machine failures using AI with the AI4I 2020 dataset. Optimize...	14	Experimental	—	Jupyter Notebook
111	dhanushhhhh01/thermal-predictive-twin ML-powered thermal digital twin for industrial equipment. LSTM-based failure...	14	Experimental	—	Python
112	MatinHosseinianFard/Fault-Tolerant-Systems-Design-Project A replication of "Enhancing Battery Thermal Management With Virtual...	13	Experimental	8	Jupyter Notebook
113	Pegah-Ardehkhani/Predictive-Maintenance-Using-ML A machine learning project for predictive maintenance, designed to forecast...	13	Experimental	5	Jupyter Notebook
114	ChaitanyaK77/Predictive-Maintenance-of-Gearbox-using-vibration-sensors-data- This project focuses on the critical task of predictive maintenance in...	13	Experimental	10	Jupyter Notebook
115	alireza-javanmardi/bearing-RUL Remaining Useful Lifetime Estimation of Bearings Operating under...	13	Experimental	8	Jupyter Notebook
116	Parth673/Digital-Twin-of-Wind-Turbine-Unity Pratibimb is a digital twin of wind turbine made using unity pro.	13	Experimental	8	—
117	alidi24/deep-learning-fault-diagnosis A deep learning fault classification model for wind turbine drivetrain...	13	Experimental	7	Python
118	aun151214/predictive-maintenance-cmapss Predictive Maintenance on NASA C-MAPSS dataset using LSTM, GRU, and...	13	Experimental	2	Jupyter Notebook
119	yzbbj/Bayesian-optimized-CNN Using Bayesian optimization to optimaze the network of CNN,which is used in...	12	Experimental	16	MATLAB
120	lohithgsk/intelligent-component-failure-forecasting This application uses LSTM analysis to predict when heavy vehicle machines...	12	Experimental	—	Jupyter Notebook
121	Chaitanyarai899/Maintenance-Prediction-Via-MLOps Deploying an end-to-end ml/dl model (for predicting maintaince for aircrafts...	12	Experimental	3	CSS
122	PauloCareli/power-quality-disturbances-with-machine-learning Power Quality Disturbances Classification with Machine Learning. This is my...	12	Experimental	15	MATLAB
123	akhil-b-26/automotive-engine-health-detection-deeplearning A high-accuracy deep learning model that classifies vehicle engine health as...	12	Experimental	1	Jupyter Notebook
124	andresrodriguez55/wind-turbines-edge-ai BACHELOR THESIS. Detect wind turbine errors using a hybrid model. Utilize...	12	Experimental	14	Java
125	TsaiTung-Chen/wtbd Wind turbine blade diagnosis	11	Experimental	2	PureBasic
126	JonathanTSilva/FP-CloudCavitation 🧾 Cloud-based intelligent system for hydraulic pump failure detection.	11	Experimental	2	JavaScript
127	dprescriptivemaintenance40/Predictive-Maintenance Data>>Configuration>>Train>>Model>>Prediction>>RCA>>RCM>>Prescriptive.	11	Experimental	2	TypeScript
128	5OBHAN/Predictive-Maintenance-of-Industrial-Machinery An IBM Cloud project for Predictive Maintenance of Industrial Machinery...	11	Experimental	—	Jupyter Notebook
129	shivkhurana/lstm-predictive-maintenance Time-series forecasting model for Predictive Maintenance using LSTMs (Long...	11	Experimental	—	—
130	alex-w-99/ML-predictive-machinery-maintenance A predictive maintenance framework contrasting feed-forward and sequential...	11	Experimental	—	Jupyter Notebook
131	nikhil-1603/Deep-Learning-based-Prescriptive-Maintenance-for-Machine-Health-Estimation This project is about building a deep learning model that can predict...	11	Experimental	—	Jupyter Notebook
132	barandurunesil/predictive_maintenance Predictive maintenance using ML.NET and LightGBM for machine failure prediction.	11	Experimental	—	C#
133	ezekielhouab0828/Projet-analyse-production Modèle de maintenance prédictive basé sur un Random Forest optimisé pour...	11	Experimental	—	Jupyter Notebook
134	mohamedabdelaziz6174/Predictive-Maintenance-for-NASA-Turbofan-Engines Predictive Maintenance system utilizing XGBoost to estimate the Remaining...	11	Experimental	—	Jupyter Notebook
135	Divesh-Kshirsagar/BIMCS B.I.M.C.S is a cutting-edge Industrial Digital Twin application designed to...	11	Experimental	—	JavaScript
136	joeinus134131/MotorFaultAnalyzer Detection Motor Fault in Power Plan with Artificial Neural Network (ANN)	11	Experimental	2	Python
137	urbaninfolab/AustinDigitalTwin A digital twin of Austin, Texas, using publicly available real-time information.	10	Experimental	3	CSS
138	joseph-c-mcguire/webapp-example-frontend The Predictive Maintenance System is a web application designed to perform...	10	Experimental	1	JavaScript

Comparisons in this category

Predictive-maintenance-with-machine-learning and fault-detection-for-predictive-maintenance-in-industry-4.0 (36 vs 32) Predictive-maintenance-with-machine-learning and predictive-maintenance-ML (36 vs 31)