Run-to-failure data set of ball bearings subjected to time-varying load and speed conditions

This data set consist of experimental data collected during 17 run-to-failure experiments on ball bearings subjected to time-varying load and speed conditions. No defect was initiated in the bearings before the experiments. A detailed description file is enclosed. Version 2024-04-02: All experiments B01 through B17 are uploaded. Furthermore, Figure 1 of the description file has been updated. Please also cite our paper, when using this data set: Javanmardi, A., Aimiyekagbon, O. K., Bender, A. ., Kimotho, J. K., Sextro, W., & Hüllermeier, E. (2024). Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions. PHM Society European Conference, 8(1), 9. https://doi.org/10.36001/phme.2024.v8i1.4101

本数据集包含针对承受时变载荷与转速工况的滚珠轴承（ball bearings）开展的17项直至失效的全寿命运行实验所采集的实验数据。实验开展前，所有轴承均未引入初始缺陷。
随数据集附带一份详细说明文档。
版本号：2024-04-02；已上传全部B01至B17号实验数据，且说明文档中的图1已完成更新。
使用本数据集时，请一并引用如下学术论文：
Javanmardi, A., Aimiyekagbon, O. K., Bender, A., Kimotho, J. K., Sextro, W., & Hüllermeier, E. (2024). 《时变工况下轴承剩余使用寿命预估（Remaining Useful Lifetime Estimation）》. 预测与健康管理（Prognostics and Health Management, PHM）协会欧洲会议论文集, 8(1), 9. https://doi.org/10.36001/phme.2024.v8i1.4101

搜集汇总

背景与挑战

背景概述

该数据集包含17个轴承在时变负载和速度条件下运行至失效的实验数据，用于研究非稳态条件下的剩余使用寿命预测。数据集总容量152GB，包含详细的实验描述文件，适用于轴承故障预测和健康管理研究。