Vibration Signal Datasets for Bearing Fault Diagnosis and Out-of-Distribution Detection 核心 · 已核验

mxdsaa4hzdwa9s54

This dataset comprises vibration signals collected from bearing test rigs under both healthy and faulty conditions, designed to support research in fault diagnosis and out-of-distribution (OOD) detection. The data includes:CWRU Dataset: Signals from the Case Western Reserve University bearing test platform, sampled at 12 kHz, covering normal operation and three fault types (inner race, outer race, and rolling element faults) with varying severities (0.007–0.021 inches). OOD samples are explicitly labeled for validation.PU Dataset: Industrial-scale vibration data from accelerated life testing, including inner race faults (ID samples) and outer race/mixed faults (OOD samples), sampled at 2048 Hz under controlled load (0.7 Nm) and speed (1500 rpm).

本卡描述如含来自官方页的原文片段,其版权归原作者,不在本站 CC-BY 4.0 许可范围(见关于与许可)。

落地页
https://ieee-dataport.org/documents/vibration-signal-datasets-bearing-fault-diagnosis-and-out-distribution-detection
许可证
CC-BY-4.0 (置信:未知)
国内可访问性
国内直连:可达 (2026-07-11 检测) 非直连:可达 (2026-07-11 检测)
「直连超时」表示检测窗口内未完成,系慢或不稳定证据,不构成封锁证据。
发布年份
2025
发布方
IEEE DataPort
设备类型
rolling_bearing
PHM 任务
fault_diagnosis anomaly_detection

故障工况

fault_type: healthy_baseline
fault_type: bearing_inner_race_fault
fault_type: bearing_outer_race_fault
fault_type: bearing_rolling_element_fault
fault_type: compound_fault

运行工况

condition_type: load
condition_type: rotating_speed
溯源(10 条)
日期: 2026-07-08
来源链接: https://api.datacite.org/dois/10.21227/e1st-7d83 日期: 2026-07-08
日期: 2026-07-08
日期: 2026-07-08
日期: 2026-07-11
日期: 2026-07-18
日期: 2026-07-18
日期: 2026-07-31
日期: 2026-07-08
日期: 2026-09-02