predictive-maintenance 开源项目推荐（2,176 个）

TarrySingh /Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials

深度学习/人工智能和机器学习教程的全面列表-快速扩展到人工智能/深度学习/机器视觉/ NLP领域以及气候/能源、汽车、零售、制药、医学、医疗保健、政策、道德等行业特定领域。

IBM /AssetOpsBench

AssetOpsBench - Industry 4.0: A unified benchmark and framework for building, orchestrating, and evaluating domain-specific AI agents for Industry 4.0 asset operations and maintenance, with 460+ scenarios, 5 specialist agents (IoT, FMSR, TSFM, Work Order,...), and multi-agent orchestration blueprints (MetaAgent, AgentHive) over MCP.

h1st-ai /h1st

Power Tools for AI Engineers With Deadlines

umbertogriffo /Predictive-Maintenance-using-LSTM

Example of Multiple Multivariate Time Series Prediction with LSTM Recurrent Neural Networks in Python with Keras.

jiaxiang-cheng /PyTorch-Transformer-for-RUL-Prediction

Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo, Y., Wu, Q., Li, X., & Huang, B. (2021). Remaining useful life estimation via transformer encoder enhanced by a gated convolutional unit. Journal of Intelligent Manufacturing, 1-10.

Charlie5DH /PredictiveMaintenance-and-Vibration-Resources

Papers and datasets for Vibration Analysis

firmai /datagene

DataGene - Identify How Similar TS Datasets Are to One Another (by @firmai)

kokikwbt /predictive-maintenance

Datasets for Predictive Maintenance

archd3sai /Predictive-Maintenance-of-Aircraft-Engine

In this project I aim to apply Various Predictive Maintenance Techniques to accurately predict the impending failure of an aircraft turbofan engine.

kpeters /exploring-nasas-turbofan-dataset

collection of predictive maintenance solutions for NASAs turbofan (CMAPSS) dataset

lestercardoz11 /fault-detection-for-predictive-maintenance-in-industry-4.0

This research project will illustrate the use of machine learning and deep learning for predictive analysis in industry 4.0.

ashishpatel26 /Predictive_Maintenance_using_Machine-Learning_Microsoft_Casestudy

Predictive_Maintenance_using_Machine-学习_Microsoft_案例研究

mohyunho /N-CMAPSS_DL

N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)

LGDiMaggio /predictive-maintenance-mcp

An open-source MCP server that turns LLMs into condition monitoring assistants for reliability engineers. It gives your AI assistant evidence-based vibration diagnostics: machine fault detection, severity assessment and diagnostic reports, for faster predictive maintenance decisions. Also available as a Claude Code plugin.

Western-OC2-Lab /Vibration-Based-Fault-Diagnosis-with-Low-Delay

Python codes “Jupyter notebooks” for the paper entitled "A Hybrid Method for Condition Monitoring and Fault Diagnosis of Rolling Bearings With Low System Delay, IEEE Trans. on Instrumentation and Measurement, Aug. 2022. Techniques used: Wavelet Packet Transform (WPT) & Fast Fourier Transform (FFT). Application: vibration-based fault diagnosis.

HROlive /Applications-of-AI-for-Predictive-Maintenance

Nvidia DLI workshop on AI-based predictive maintenance techniques to identify anomalies and failures in time-series data, estimate the remaining useful life of the corresponding parts, and map anomalies to failure conditions.

FTF1990 /Industrial-digital-twin-by-transformer

Industrial time series forecasting with Static Transformer (R²>0.9, <5ms inference）

awslabs /aws-fleet-predictive-maintenance

Predictive Maintenance for Vehicle Fleets

Yi-Chen-Lin2019 /Predictive-maintenance-with-machine-learning

This project is about predictive maintenance with machine learning. It's a final project of my Computer Science AP degree.

dominikamann /oekofen-pellematic-compact

Community integration for ÖkoFEN pellet heaters and heat pumps in Home Assistant via the official local JSON interface: automatic entity discovery, diagnostics and predictive warnings.