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# 开源PHM数据集整理 | ||
# Opensource_Dataset_for_PHM_Compilation | ||
# 开源PHM数据集整理:Opensource_Dataset_for_PHM_Compilation | ||
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## 简介 | ||
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。 | ||
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*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.* | ||
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## Table-of-Contents | ||
* [机械系统-Mechanical Systems](#mechanical-systems) | ||
+ [Bearings](#bearings) | ||
+ [FEMTO](#femto) | ||
+ [IMS](#ims) | ||
+ [CWRU](#CWRU) | ||
+ [Gearbox](#gearbox) | ||
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## Mechanical Systems | ||
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### Bearings | ||
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#### FEMTO: | ||
IEEE PHM 2012 Prognostic Challenge. The challenge is focused on prognostics of the remaining useful life (RUL) of bearings, a critical problem since most of failures of rotating machines are related to these components, strongly affecting availability, security and cost effectiveness of mechanical or power industries. | ||
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Data description: https://hal.archives-ouvertes.fr/hal-00719503/document | ||
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Download link: https://ti.arc.nasa.gov/tech/dash/groups/pcoe/prognostic-data-repository/#femto | ||
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#### IMS: | ||
Bearing run-tofailure tests were performed under normal load conditions on a specially designed test rig. The bearing test rig hosts four test bearings on one shaft. The shaft is driven by an AC motor and coupled by rub belts. The rotation speed was kept constant at 2000 rpm. A radial load of 6000 lbs. is added to the shaft and bearing by a spring mechanism | ||
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Data description: https://doi.org/10.1016/j.jsv.2005.03.007 | ||
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Download link: https://ti.arc.nasa.gov/tech/dash/groups/pcoe/prognostic-data-repository/#bearing | ||
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#### CWRU: | ||
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