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 130 predictive maintenance ml frameworks tracked. 2 score above 50 (established tier). The highest-rated is petrobras/BibMon at 58/100 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...	58	Established	99	Python
2	hustcxl/Deep-learning-in-PHM Deep learning in PHM，Deep learning in fault diagnosis，Deep learning in...	50	Established	478	—
3	kokikwbt/predictive-maintenance Datasets for Predictive Maintenance	49	Emerging	158	Jupyter Notebook
4	biswajitsahoo1111/rul_codes_open This repository contains code that implement common machine learning...	48	Emerging	217	Jupyter Notebook
5	tvhahn/weibull-knowledge-informed-ml Using knowledge-informed machine learning on the PRONOSTIA (FEMTO) and IMS...	47	Emerging	173	Python
6	awslabs/aws-fleet-predictive-maintenance Predictive Maintenance for Vehicle Fleets	46	Emerging	71	Jupyter Notebook
7	biswajitsahoo1111/cbm_codes_open This repository contains data and code that implement common machine...	46	Emerging	96	Jupyter Notebook
8	matlab-deep-learning/Fault-Detection-Using-Deep-Learning-Classification This demo shows how to prepare, model, and deploy a deep learning LSTM based...	45	Emerging	88	C++
9	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）	45	Emerging	441	—
10	sonic160/dtr_digital_model_simulink This repo shows a digital model of a robot in simulink, and show how to use...	44	Emerging	21	MATLAB
11	Yi-Chen-Lin2019/Predictive-maintenance-with-machine-learning This project is about predictive maintenance with machine learning. It's a...	43	Emerging	72	Jupyter Notebook
12	jiaxiang-cheng/PyTorch-CNN-for-RUL-Prediction PyTorch implementation of CNN for remaining useful life prediction. Inspired...	43	Emerging	101	Python
13	freds0/fault_detection_power_transmission_lines Tensorflow Object Detection API for fault detection at power transmission lines.	40	Emerging	18	Python
14	mohyunho/N-CMAPSS_DL N-CMAPSS data preparation for Machine Learning and Deep Learning models....	40	Emerging	106	Jupyter Notebook
15	Abhijit-Bhumireddy99/RUL_Prediction remaining Useful Life (RUL) Prediction of Mechanical Bearings using...	40	Emerging	201	Jupyter Notebook
16	Charlie5DH/PredictiveMaintenance-and-Vibration-Resources Papers and datasets for Vibration Analysis	39	Emerging	213	Jupyter Notebook
17	judithspd/predictive-maintenance Baseline study on the development of predictive maintenance techniques using...	39	Emerging	21	Jupyter Notebook
18	lestercardoz11/fault-detection-for-predictive-maintenance-in-industry-4.0 This research project will illustrate the use of machine learning and deep...	39	Emerging	143	Jupyter Notebook
19	RushikeshKothawade07/predictive-maintenance-ML The project is a machine predictive maintenance application that uses...	38	Emerging	24	Jupyter Notebook
20	HROlive/Applications-of-AI-for-Predictive-Maintenance Nvidia DLI workshop on AI-based predictive maintenance techniques to...	37	Emerging	91	Jupyter Notebook
21	n-sapkota/Fault-Detection-wind-turbine Wind turbine fault detection using one class SVM	37	Emerging	16	Jupyter Notebook
22	Hunterdii/AI-Nexus AI Nexus 🌟 is a streamlined suite of AI-powered apps built with Streamlit....	37	Emerging	14	Jupyter Notebook
23	lapisco/Wind_turbine_failure_prediction Machine learning applied to wind turbines incipient fault detection.	36	Emerging	93	Jupyter Notebook
24	mohan696matlab/BG-CNN-for-DC-Motor-FDI BG-CNN: A Hybrid Fault Diagnosis Method for Improved Fault Isolation. This...	36	Emerging	12	Jupyter Notebook
25	ShubhankarKG/RUL_Prediction_SVM Bearing remaining useful life prediction using support vector machine and...	36	Emerging	53	Jupyter Notebook
26	ML-PSE/Fluid-Catalytic-Cracking-Unit-Dataset-for-Process-Monitoring-Evaluation Datasets from a fluid catalytic cracking unit to evaluate FDD techniques	35	Emerging	24	Jupyter Notebook
27	HarshGupta-DS/Predictive-Maintainence-using-Data-Analysis-and-Time-Series-Forecasting Predictive Maintenance avoids the drawbacks of Preventive Maintenance (under...	35	Emerging	17	Jupyter Notebook
28	anamarigarzon/Predictive_and_Proactive_Maintenance_in_Power_Systems This repository contains the analysis of predictive and proactive...	35	Emerging	13	Jupyter Notebook
29	katulu-io/uniwear-dataset Tidy multi-material machine tool wear dataset for prognostics and health monitoring.	34	Emerging	19	Jupyter Notebook
30	Farzinkh/Partial_Discharge This repository maintain codes and logs for "Partial Discharge Localization...	34	Emerging	36	Jupyter Notebook
31	Awais-Asghar/Early-Fault-Detection-for-Induction-Motor-Using-ML An integrated MATLAB–ML system for early fault detection in induction...	34	Emerging	4	MATLAB
32	HaoranLiu507/PulseShapeDiscrimination Comprehensive Pulse Shape Discrimination toolbox for radiation pulse signals...	33	Emerging	5	Python
33	milank94/motor-fault-classification The following is a machine learning project to classify induction motor fault modes.	33	Emerging	34	Python
34	Sengarofficial/Predictive_Maintenance_With_MLops Aircraft components are susceptible to degradation, which affects directly...	32	Emerging	4	CSS
35	jegun19/predictive_maintenance This repository contains codes for implementing time-series forecasting with...	32	Emerging	5	Jupyter Notebook
36	HassanMahmoodKhan/Machine-Learning-Based-Fault-Diagnosis-of-Electric-Drives Fault diagnosis of some critical and non-critical faults in electric drives...	32	Emerging	13	Jupyter Notebook
37	mohyunho/MOO_ELM Multi-Objective Optimization of ELM for RUL Prediction	32	Emerging	15	Python
38	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....	31	Emerging	149	Python
39	aimclub/foressment_lib AI-based assessment and forecasting of the state of complex technical objects.	31	Emerging	3	Python
40	CR-DSiL/predictive-incident-management Predictive Incident Management analyses large data sets to identify risk...	31	Emerging	17	Python
41	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	30	Emerging	278	Python
42	Shengwei-Peng/CNC-Predictive-Maintenance A predictive maintenance system for CNC machines using machine learning...	30	Emerging	6	Python
43	samueldata/predictive-maintenance A predictive maintenance system that analyzes machinery sensor data with...	29	Experimental	7	Jupyter Notebook
44	Aficionado45/IM-Fault-Detection Working in the field of predictive modelling to detect and classify various...	29	Experimental	9	Jupyter Notebook
45	lucadellalib/bdl-rul-svgd Bayesian deep learning for remaining useful life estimation via Stein...	27	Experimental	29	Python
46	NlKatz/System-Maintenance-Panel 🛠️ Manage Windows system updates and settings effortlessly with this...	27	Experimental	1	Python
47	junior209lsj/FaultDiagnosisOptimizerBenchmark Benchmark code for optimizers of bearing fault diagnosis. This code provides...	27	Experimental	49	Python
48	Ardawanism/Fault-Detection-and-Identification-2023 In this repo, a few topics about useful Machine Learning and Deep Learning...	26	Experimental	4	Jupyter Notebook
49	adam-aalah/Feature-clustering-and-XAI-for-RUL-estimation Feature clustering and XIA for RUL estimation	26	Experimental	5	Jupyter Notebook
50	Aashritha-2005/Finite-Element-Model-Based-Neural-Twin-for-Structural-Dynamics-and-SHM Structural Health Monitoring system that unifies deep learning and Finite...	26	Experimental	3	Python
51	ananttripathi/Predictive-Maintenance ML-based engine failure prediction from sensor data (RPM, oil/coolant...	25	Experimental	6	—
52	Eason0227/Turbofan-Engine-Remaining-Useful-Life-Prediction Remaining Useful Life Prediction	24	Experimental	4	Jupyter Notebook
53	yzbbj/fault_diagnosis_using_CNN Fault diagnosis using CNN	23	Experimental	4	MATLAB
54	shemanto27/IoT-Based-PV-Panel-Fault-Detection-and-Classification-Using-Machine-Learning-and-Deep-Learning Undergraduate Thesis \| Title: IoT-Based Fault Detection and Monitoring...	23	Experimental	3	JavaScript
55	Irfan176/Partial-Discharge Partial Discharge Detection is an integral part in electrical power system,...	23	Experimental	4	Jupyter Notebook
56	jjjoshuachen/TurboSense Industrial Equipment Predictive Maintenance Platform \| NASA C-MAPSS +...	22	Experimental	—	Python
57	senanurcetin/smart-factory-app Industry 4.0 dashboard for predictive maintenance, OEE tracking, and factory...	22	Experimental	—	Python
58	Kushalk0677/AI-Driven-Predictive-Maintenance-with-Real-Time-Contextual-Data-Fusion-for-Connected-Vehicles V2X-augmented predictive maintenance for connected vehicles — contextual...	22	Experimental	2	Python
59	YahiaouiLydia/Efficient-and-Reliable-Predictive-Maintenance-in-Trains-based-on-BiLSTM-Model Predictive maintenance for train air compressors using BiLSTM and SHAP....	22	Experimental	1	Jupyter Notebook
60	Derkhold/Pmsm_soft_sensor Deep Sequential Learning (GRU) for PMSM thermal soft-sensing. A robust,...	22	Experimental	—	Jupyter Notebook
61	LozanoLsa/Motor_Failures_Prediction [3] The most similar motor you've seen before - already failed.	22	Experimental	—	Jupyter Notebook
62	haydarozden/Vehicle-Defect-Classifier Automatic classification of vehicle defect descriptions into component...	22	Experimental	—	Jupyter Notebook
63	founder922/physics-based-behavioural-fingerprinting Dataset and software framework for industrial uptime verification using...	22	Experimental	—	Python
64	VaraalakshimeV/Predictive-Maintenance-On-CNC-Machine Stop CNC Machine downtime before it happens!!!!	22	Experimental	—	HTML
65	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
66	devwithmohit/predictive-maintenance-manufacturing-system Production-grade predictive maintenance system using NASA C-MAPSS dataset....	22	Experimental	—	Python
67	Swordship/NASA-Turbofan-Predictive-Maintenance-System 🚀 Predictive maintenance for NASA turbofan engines — RUL estimation using ML...	22	Experimental	—	Python
68	Ocramnaig94/digital-twin-for-aircraft-engine-maintenance A Digital Twin prototype for aircraft engine health management in order to...	21	Experimental	13	Jupyter Notebook
69	Chaitanya5068/predictive-maintenance-project A dynamic Predictive Maintenance system that auto-detects dataset type and...	21	Experimental	2	Python
70	piyuVR/Predictive-Maintenance-of-Motor This project can predict that your motor can work or fail. This model works...	21	Experimental	7	Jupyter Notebook
71	nimicWh/PredictiveMaintPump Industrial Pump Predictive Maintenance	21	Experimental	—	Python
72	Michele-Maestrini/FusionCore A research framework for benchmarking risk-aware time-series models in...	21	Experimental	—	—
73	sebamarinovic/final_ML2 🚀 Mantenimiento Predictivo en Motores de Turbofán con Gradient Boosting....	21	Experimental	—	Jupyter Notebook
74	yzbbj/Sequence-to-Sequence-Classification-Using-LSTM To find out when was the time that the fault occurs and make predictions to...	21	Experimental	9	MATLAB
75	Z3k0off/3DPrinter_PredictiveMaintenance Predictive Maintenance System for 3D Printers using AI, Machine Learning, and Python.	21	Experimental	4	—
76	ertis-research/shm-wind-turbines Structural Health Monitoring of Wind Turbines	21	Experimental	9	Java
77	Parth673/Digital-Twin-of-Wind-Turbine-Unity Pratibimb is a digital twin of wind turbine made using unity pro.	20	Experimental	8	—
78	Pegah-Ardehkhani/Predictive-Maintenance-Using-ML A machine learning project for predictive maintenance, designed to forecast...	20	Experimental	5	Jupyter Notebook
79	MatinHosseinianFard/Fault-Tolerant-Systems-Design-Project A replication of "Enhancing Battery Thermal Management With Virtual...	20	Experimental	8	Jupyter Notebook
80	alidi24/deep-learning-fault-diagnosis A deep learning fault classification model for wind turbine drivetrain...	20	Experimental	7	Python
81	ChaitanyaK77/Predictive-Maintenance-of-Gearbox-using-vibration-sensors-data- This project focuses on the critical task of predictive maintenance in...	20	Experimental	10	Jupyter Notebook
82	alireza-javanmardi/bearing-RUL Remaining Useful Lifetime Estimation of Bearings Operating under...	20	Experimental	8	Jupyter Notebook
83	yzbbj/Bayesian-optimized-CNN Using Bayesian optimization to optimaze the network of CNN,which is used in...	19	Experimental	16	MATLAB
84	andresrodriguez55/wind-turbines-edge-ai BACHELOR THESIS. Detect wind turbine errors using a hybrid model. Utilize...	19	Experimental	14	Java
85	PauloCareli/power-quality-disturbances-with-machine-learning Power Quality Disturbances Classification with Machine Learning. This is my...	19	Experimental	15	MATLAB
86	aun151214/predictive-maintenance-cmapss Predictive Maintenance on NASA C-MAPSS dataset using LSTM, GRU, and...	19	Experimental	2	Jupyter Notebook
87	Jinzo03/MachineLearning_PFA A simple MLP model dedicated to classifying faults in a small 12V motor...	18	Experimental	2	Jupyter Notebook
88	TsaiTung-Chen/wtbd Wind turbine blade diagnosis	18	Experimental	2	PureBasic
89	joeinus134131/MotorFaultAnalyzer Detection Motor Fault in Power Plan with Artificial Neural Network (ANN)	18	Experimental	2	Python
90	akhil-b-26/automotive-engine-health-detection-deeplearning A high-accuracy deep learning model that classifies vehicle engine health as...	18	Experimental	1	Jupyter Notebook
91	urbaninfolab/AustinDigitalTwin A digital twin of Austin, Texas, using publicly available real-time information.	17	Experimental	3	CSS
92	DavisM1212/NHTSA-ODI-Complaint-Analytics This project uses the NHTSA ODI consumer complaints to develop a method for...	17	Experimental	1	Python
93	joseph-c-mcguire/webapp-example-frontend The Predictive Maintenance System is a web application designed to perform...	17	Experimental	1	JavaScript
94	SagharShafaati/TriFuse-PdM TriFuse-PdM is an interpretable, fusion-based predictive maintenance...	17	Experimental	—	Jupyter Notebook
95	HSKCTA/Resonance Offline edge AI for vibration-based machine fault detection using FFT,...	15	Experimental	2	TypeScript
96	4belito/deep-performance-rul Probabilistic ML framework for RUL prediction combining neural networks and...	15	Experimental	1	Jupyter Notebook
97	yerda-zh/ml-fod-in-wpt Machine learning pipeline for foreign object detection in wireless EV...	14	Experimental	—	Jupyter Notebook
98	TejaGalla/ai-predictive-maintenance-dashboard End-to-end AI-powered predictive maintenance system with FastAPI, React...	14	Experimental	—	Python
99	GouravSingal-code/Watchdog Real-time restaurant uptime monitoring with ML-powered (LSTM) fallback...	14	Experimental	—	Python
100	elparcer1970/Industrial-Predictive-Monitoring-using-LSTM-GRU Predict industrial equipment sensor data to forecast failures, estimate...	14	Experimental	—	Jupyter Notebook
101	yzbbj/Fault-prognosis-using-LSTM-and-CNN Fault prognosis using LSTM and CNN	14	Experimental	18	MATLAB
102	eboekenh/PumpPredictor Predictive maintenance for water pump failure detection in Tanzania — RF,...	14	Experimental	—	Jupyter Notebook
103	moronee29/MachineGuard-AI 🔧 Predict and prevent machine failures with AI-driven insights, achieving...	14	Experimental	—	HTML
104	aravikishan/ai-driven-predictive-maintenance-dashboard AI-Driven Predictive Maintenance Dashboard	14	Experimental	—	HTML
105	sergey-kasatov/predictive-maintenance-ml Predictive maintenance ML case study (Python / scikit-learn)	14	Experimental	—	—
106	yasminmota23-hub/Engine-Failure-Prediction Predict engine failure early by analyzing real-time data from ESP32 sensors...	14	Experimental	—	—
107	justinahamed/predictive-maintenance-renewind Classification model for predictive maintenance and wind turbine failure detection	14	Experimental	—	Jupyter Notebook
108	lohithgsk/intelligent-component-failure-forecasting This application uses LSTM analysis to predict when heavy vehicle machines...	14	Experimental	—	Jupyter Notebook
109	Mihirpatil33/predictive-system-monitoring-ai ML-powered system monitoring tool with anomaly detection and FastAPI backend.	14	Experimental	—	Python
110	barandurunesil/predictive_maintenance Predictive maintenance using ML.NET and LightGBM for machine failure prediction.	13	Experimental	—	C#
111	mohamedabdelaziz6174/Predictive-Maintenance-for-NASA-Turbofan-Engines Predictive Maintenance system utilizing XGBoost to estimate the Remaining...	13	Experimental	—	Jupyter Notebook
112	shivkhurana/lstm-predictive-maintenance Time-series forecasting model for Predictive Maintenance using LSTMs (Long...	13	Experimental	—	—
113	ezekielhouab0828/Projet-analyse-production Modèle de maintenance prédictive basé sur un Random Forest optimisé pour...	13	Experimental	—	Jupyter Notebook
114	efantinatti/MAFAULDA_SEP769 Machinery Fault Database	13	Experimental	10	Jupyter Notebook
115	alex-w-99/ML-predictive-machinery-maintenance A predictive maintenance framework contrasting feed-forward and sequential...	13	Experimental	—	Jupyter Notebook
116	ZhengtianChu/WT-fault-detection wind turbine fault detection based on machine learning techniques and...	12	Experimental	8	Jupyter Notebook
117	ess-pee/motor-bearing-ifd Industrial Motor Fault Detection System using a 1D-CNN with TensorFlow,...	12	Experimental	3	HTML
118	SimpleKidd/Fault-Diagnosis-of-a-Rotor-Bearing-System-using-ML Analyzing Vibrational Data of the System using Machine Learning	12	Experimental	7	Jupyter Notebook
119	arnabroy734/machine_fault_detection use of machine learning technique in predictive maintenance	12	Experimental	7	Jupyter Notebook
120	RuslanBabudzhan/QuantumBearings Detection of defective rolling bearings with machine learning methods based...	12	Experimental	8	Jupyter Notebook
121	souptik69/RULPrediction RUL prediction of engines from CMAPSS Data	11	Experimental	4	Jupyter Notebook
122	Gaurav-Van/Optimizing-Rate-of-Penetration-in-Geothermal-Drilling-A-Digital-Twin-Approach Let’s explore something interesting together. In this project, we developed...	11	Experimental	4	Jupyter Notebook
123	dhanushhhhh01/thermal-predictive-twin ML-powered thermal digital twin for industrial equipment. LSTM-based failure...	11	Experimental	—	Python
124	karginb/TUBITAK_Predictive_Maintenance_with_AI This project aims to optimize maintenance processes by predicting machine...	11	Experimental	2	Jupyter Notebook
125	bokiiiiiii/Analysis-of-Centrifugal-Clutches-in-Automatic-Transmissions-with-Deep-Learning-Engagement-Prediction Analysis of Centrifugal Clutches in Two-Speed Automatic Transmissions with...	11	Experimental	1	MATLAB
126	adaptsyslearn/Prolego Prolego: Time-Series Analysis for Predicting Failures in Complex Systems	11	Experimental	—	—
127	whiskyching/Big-Data-Ball-Bearing-Prediction Data Analysis based on 12000 Ball bearing data from sensor measurement....	11	Experimental	3	—
128	waibhav-jha/Ball-Bearing-Fault-Prediction-using-SVM-and-NTK This project explores fault detection in ball bearings using Support Vector...	11	Experimental	3	Jupyter Notebook
129	urbaninfolab/AustinUnified A unified digital twin model for Austin, Texas.	11	Experimental	1	JavaScript
130	sanhariharan/ABB-HACKATHON---HACKSMITHS IntelliGuard - Sub 10ms Predictive Maintenance and Autonomous system	10	Experimental	1	—

Comparisons in this category

Deep-learning-in-PHM and Journals-of-Prognostics-and-Health-Management (50 vs 45) Predictive-maintenance-with-machine-learning and fault-detection-for-predictive-maintenance-in-industry-4.0 (43 vs 39) Predictive-maintenance-with-machine-learning and predictive-maintenance-ML (43 vs 38)