HUST bearing: a practical dataset for ball bearing fault diagnosis 核心 · 已核验
atlas:hust-bearing-a-practical-dataset-for-ball-bearing-fault-diagnosi
In this work, we introduce a practical dataset named HUST bearing, that provides a large set of vibration data on different ball bearings. This dataset contains 99 raw vibration data of 6 types of defects (inner crack, outer crack, ball crack, and their 2-combinations) on 5 types of bearing at 3 working conditions with the sample rate of 51,200 samples per second.
- 落地页
- https://dx.doi.org/10.17632/cbv7jyx4p9.3
- 许可证
- CC-BY-4.0 (判读置信:inferred)
- 国内可访问性
-
国内直连:可达 (2026-07-11 检测)
代理通道:可达 (2026-07-11 检测)
检测口径:lychee 双通道单轮探测;「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
- 2023
- 发布方
- Mendeley Data
- 设备类型
rolling_bearing- PHM 任务
fault_diagnosis
故障工况
| fault_type: bearing_inner_race_fault |
| fault_type: bearing_outer_race_fault |
| fault_type: bearing_rolling_element_fault |
| description: 双故障组合fault_type: compound_fault |
传感器
| sensor_type: accelerometerobserved_property: vibration_accelerationsampling_rate_hz: 51200.0 |
运行工况
| description: 3 种工况 × 5 种轴承型号condition_type: other |
关联论文(4 篇,候选区未经人工核验;candidate_citation = 共引启发式候选关联,非使用断言)
- A Novel Approach for Motor Bearing Fault Detection Using EMD-Based Denoising and Detrended Fluctuation Analysis & LSTM Multimodal Hybrid Features with K-Means Clustering 2026 · uses
- Physics-Aware Lightweight Artificial Intelligence (AI) for Bearing Fault Diagnosis in Industry 4.0 Predictive Maintenance 2026 · 候选关联(启发式)
- Enhanced Fault Classification in Bearings: A Multi-Domain Feature Extraction Approach with LSTM-Attention and LASSO 2024 · uses
- Early Detection of Ball Bearing Faults Using the Decision Tree Method 2024 · uses
溯源(PROV,8 条)
| source_citation: curation/dataset-shortlist-v0.yaml(mech_oam_hub#284)retrieved_on: 2026-07-08asserted_by: automated_harvestnote: 由清单条目初始化的最小候选卡 |
| about_field: description,publisher,publication_year,license_idsource_url: https://api.datacite.org/dois/10.17632/cbv7jyx4p9.3retrieved_on: 2026-07-08asserted_by: automated_harvestnote: DataCite REST 元数据回填;仅填空字段,人工值不覆盖 |
| about_field: tasks,equipment_typessource_citation: facet-batch-01.yamlretrieved_on: 2026-07-08asserted_by: automated_extractionnote: 代理归纳刻面(依据:名称:HUST 球轴承诊断数据集);候选区,晋升需人工核验 |
| about_field: fault_conditionssource_citation: facet-batch-02.yamlretrieved_on: 2026-07-08asserted_by: automated_extractionnote: 代理归纳刻面(依据:描述:6 类缺陷(内/外/滚动体裂纹及其两两组合),99 组原始振动);候选区,晋升需人工核验 |
| about_field: sensors,operating_conditionssource_citation: facet-batch-03.yamlretrieved_on: 2026-07-08asserted_by: automated_extractionnote: 代理归纳刻面(依据:描述:51,200 sps,3 工况 5 型号);候选区,晋升需人工核验 |
| about_field: source_citation: 人工核验:zfbin(抽查后委托批准 2026-07-09)retrieved_on: 2026-07-09asserted_by: human_curatorconfidence_level: human_verifiednote: 晋升核心区。首晋升批次 02:KLS-012 满卡(fill=1.00),七批策展逐批用户裁决 + 策展台抽查后委托执行;预检 evidence/KLS-016/02 |
| about_field: china_accessibilitysource_citation: KLS-009 链接健康扫描(lychee 双通道)retrieved_on: 2026-07-11asserted_by: automated_harvestnote: 定期刷新标注,仅覆盖本字段;历史结果以最新扫描为准 |
| about_field: license_idsource_citation: 人工核验:zfbin(三问拍板 2026-07-11)retrieved_on: 2026-07-11asserted_by: human_curatorconfidence_level: human_verifiednote: 人工改写。license 记法归一 cc-by-4.0 → CC-BY-4.0(SPDX 规范 id,ADR-25 清账①,2026-07-11 用户拍板;许可语义不变) |