本文分享了一个全球各大学、研究机构和公司捐赠的PHM（Prognostics and Health Management）开源数据集，涵盖加工制造、轨道交通、能源电力和半导体等行业的多种场景，包含部件级、设备级和产线级数据。用户可以利用这些数据开发智能分析和建模算法，数据集分类包括故障诊断、健康评估和寿命预测。使用该数据集发表论文时，请致谢数据集捐赠者及本平台。本平台和捐赠者不承担使用数据集的任何法律责任。如有侵权问题，请联系删除。项目将持续更新，汇集更多有价值的数据资源。

This document shares an open-source PHM (Prognostics and Health Management) dataset donated by universities, research institutions, and companies worldwide. It covers various industrial scenarios including manufacturing, rail transportation, energy, and semiconductors, with data at the component, equipment, and production line levels. Users can develop intelligent analysis and modeling algorithms using this data. The dataset is categorized by business objectives such as fault diagnosis, health assessment, and lifespan prediction. When publishing papers using this dataset, please acknowledge the contributors and this platform. The platform and contributors assume no legal responsibility for the use of the dataset. For any infringement issues, please contact us for removal. The project will be continuously updated to compile more valuable data resources.

1. Rotating-machine-fault-data-set
   描述: 开源旋转机械故障数据集的整理，包含来自多个研究机构和大学的轴承、齿轮、转子等机械部件的故障数据。适用于机械故障诊断的研究。
   Description: A collection of open rotating mechanical fault datasets, including bearing, gear, and rotor fault data from various research institutions and universities. Suitable for research in mechanical fault diagnosis​:citation[oaicite:7]{index=7}​.

2. Awesome Industrial Machine Datasets
   描述: 一个汇集了工业领域内优秀公共数据集的列表，包括各类传感器数据、时间序列数据和模拟数据。该列表定期更新，涵盖了半导体、化学、机械、钢铁、电力等多个行业的数据集。
   Description: A list of awesome public datasets found in the industry, including sensor data, time-series data, and simulation data. This list is periodically updated and covers datasets from semiconductor, chemical, mechanical, steel, power, and other industries​:citation[oaicite:6]{index=6}​.

3. Industrial ML Datasets
   描述: 一个整理的公开可用数据集列表，用于制造领域的机器学习研究。包括空气压力系统故障检测、海军推进系统维护和燃气轮机过程数据等数据集。
   Description: A curated list of publicly available datasets for machine learning research in manufacturing. Includes datasets for air pressure system fault detection, naval propulsion plant maintenance, and gas turbine process data​:citation[oaicite:5]{index=5}​.

4. Industrial Surface Inspection Datasets
   描述: 专注于不同工业表面上的缺陷检测和异常检测的数据集。著名的数据集包括MVTec异常检测数据集、Severstal钢缺陷检测和磁性瓷砖缺陷数据集。
   Description: Focuses on datasets for defect detection and anomaly detection on various industrial surfaces. Notable datasets include MVTec Anomaly Detection Dataset, Severstal Steel Defect Detection, and Magnetic Tile Defect Datasets​:citation[oaicite:4]{index=4}​.

5. Awesome Industrial Datasets
   描述: 一个精选的公共工业数据集集合，包括发动机降解模拟、CNC铣床工具磨损和各种控制回路性能监控数据集。
   Description: A curated collection of public industrial datasets including data for engine degradation simulation, CNC mill tool wear, and various control loop performance monitoring datasets​:citation[oaicite:3]{index=3}​​:citation[oaicite:2]{index=2}​.

6. Open-industrial-datasets
   描述: 提供了各种工业应用的开放数据集，按类别划分，便于使用。包括计算机视觉、油气设备、安全水处理和运输模式检测的数据集。
   Description: A collection of open datasets for various industrial applications, categorized for ease of use. Includes datasets for computer vision, oil & gas equipment, secure water treatment, and transportation mode detection​:citation[oaicite:1]{index=1}​.

7. FDDBenchmark
   描述: 提供故障检测和诊断方法的基准测试工具，包括来自田纳西东曼过程和轴承振动数据的各种工业数据集。
   Description: Provides benchmarking tools for fault detection and diagnosis methods, including datasets from the Tennessee Eastman Process and bearing vibration data​:citation[oaicite:0]{index=0}​. {index=0}​.