Bearing fault detection public datasets collection.

vibration-analysis 开源项目推荐(218 个)
vibration-analysis 话题在 GitHub 上没有填写简介,这里按 Star 数汇总最相关的热门仓库。
热门项目 前 20
按 Star 数排序展示前 20 个 · GitHub 共 218 个仓库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.
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.
Order tracking and order analysis for noise and vibration of rotating machinery in Python, validated against analytic ground truth, with order-based sound resynthesis.
Collection of finite element models
This is a project for mechanical fault detection. The reason why it is called cute little bird may be because the eyesight of birds is particularly good, and they can detect small bugs. Besides, they are cute too. In the current version, we have tested some planetary gearbox vibration data in the lab, and there are 8 error types in total. And us…
MATLAB/Simulink examples for smart-beam vibration analysis and active control: Euler-Bernoulli models, finite differences, finite elements and piezoelectric actuation, with a technical guide.
Mechanical engineering calculation examples in Python -- projectile motion, stress analysis (Mohr's circle, von Mises, tensile test), beam SFD/BMD, thermodynamic cycles (Rankine, reheat, refrigeration), damped vibration, and numerical methods. Runs in Jupyter Notebook/JupyterLab.
这个工程旨在通过对减速器(gearbox)在振动测试台上的测试数据进行筛选、清洗、统计、可视化和趋势分析,为我们更好地理解当前减速器设计状态的噪声振动机制及噪声水平评估提供支持。同时也为整个团队及相关合作伙伴提供依据,以改进产品设计方案和优化生产流程。
Python library to download public bearing and rotating-machinery fault datasets (CWRU, Paderborn, XJTU-SY, FEMTO, IMS, …) from their original sources and convert them into one Parquet format, with the same columns and labels for every dataset.
Matlab algorithm to automatically identify key vehicle characteristics from vibrations data collected on a suspension bridge
Python package to simplify rotary machines vibration-based analysis
진동 데이터 기반 PHM 예지보전 분석 프로젝트
Official code, datasets, result artifacts, and supplementary experiments for MHFL-MCA multimodal machinery fault diagnosis.
Climate × vibration fusion for railway track-bed maintenance - a live, multi-agent digital twin (FAR AWAY 2026, Railways).
SHPB_Processing.py - An open-source Python algorithm for correcting stress wave dispersion in split-Hopkinson pressure bar experiments
Detecting loose railway fishplate bolts from vibration: ESP32-S3 + accelerometer + FFT band-ratio classifier, tested on a bench-scale rail joint.
Structural Health Monitoring system that unifies deep learning and Finite Element modeling for real-time fault detection and dynamic response prediction in smart structures.
基于 CWRU 真实轴承振动数据的电机故障诊断系统:时频域特征工程 + 随机森林/1D-CNN 双范式对比,含跨负载泛化与抗噪鲁棒性评估 | Bearing fault diagnosis on CWRU vibration data — feature engineering, RandomForest vs 1D-CNN, cross-load & noise-robustness evaluation
This project discusses implementation of deep learning model deployment for vibration prediction of motor
关于这个话题
- 清单取自 GitHub 话题页并按 Star 数排序,每次展示前 20 个项目;原始页面见 https://github.com/topics/vibration-analysis。
- 该话题在 GitHub 上共有 218 个仓库, 本站收录的是其中最热门的 20 个,不是全量列表。
- Star / Fork 每日自动刷新一次,实时数据以 GitHub 为准。
- 当前 20 个项目累计 500 Star,覆盖 6 种主要语言,数据更新于 2026-11-08。
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