FEMTO-ST / PRONOSTIA / IEEE PHM 2012 Bearing Data Challenge 核心 · 已核验
atlas:pronostia-phm2012
FEMTO-ST 研究所 PRONOSTIA 平台的轴承加速退化试验数据集,曾作 IEEE PHM 2012 数据挑战赛;挑战赛语境提供了明确的 RUL benchmark 任务设置。
- 落地页
- https://hal.science/hal-00719503v1
- 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
- 2012
- 发布方
- FEMTO-ST Institute
- 别名
- PRONOSTIA / PHM2012 / FEMTO
- 设备类型
rolling_bearing- PHM 任务
rul_predictiondegradation_trend_prediction- 跑至失效
- 是
分发点
| institutional_site | https://hal.science/hal-00719503v1 | 平台论文;数据历史上经 challenge/GitHub 多渠道分发 |
故障工况
| description: 全寿命自然退化;失效模式(内圈/外圈/滚动体/保持架)未逐一标注,以整体退化为对象fault_type: otherinduction: accelerated_life_test |
传感器
| sensor_type: accelerometerobserved_property: vibration_accelerationsampling_rate_hz: 25600.0channel_count: 2mounting_note: 水平/垂直两方向,间歇采样(每 10 s 采 0.1 s) |
| sensor_type: rtdobserved_property: temperaturesampling_rate_hz: 10.0 |
运行工况
| description: 三种工况(1800/1650/1500 rpm)condition_type: rotating_speedmin_value: 1500.0max_value: 1800.0unit: rpmis_varying: False |
| description: 与转速成组(4000/4200/5000 N)condition_type: loadmin_value: 4000.0max_value: 5000.0unit: N |
关联论文(621 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)
- PRONOSTIA: An experimental platform for bearings accelerated degradation tests 2012 · introduces
- Remaining Useful Life Prediction of Rolling Bearings Based on an Improved U-Net and a Multi-Dimensional Hybrid Gated Attention Mechanism 2025 · uses
- Remaining Useful Life Prediction for Exciter Rolling Bearing Based on Self‐Attentive <scp>CNN–GRU</scp> 2025 · 候选关联(启发式)
- A study on degradation prediction modeling method for mechanical rotating components based on multi-modal data and improved structured state-space sequence model 2025 · 候选关联(启发式)
- Neural ODE powered model for bearing remaining useful life predictions with intra- and inter-domain shifts 2025 · 候选关联(启发式)
- Deep stacked state-observer based neural network (DSSO-NN): A new network for system dynamics modeling and application in bearing 2025 · 候选关联(启发式)
- Threshold alignment indicator driven two-phase nonlinear degradation model for remaining useful life prediction of rolling bearing 2025 · 候选关联(启发式)
- SOMA: A semantic-guided Order-aware Mamba Architecture for multivariate time series forecasting 2025 · 候选关联(启发式)
- Deep learning in industrial machinery: A critical review of bearing fault classification methods 2025 · 候选关联(启发式)
- Trend contrast features-based bearing remaining useful life prediction method 2025 · 候选关联(启发式)
- Few-shot remaining useful life prediction based on Bayesian meta-learning with predictive uncertainty calibration 2025 · 候选关联(启发式)
- Sequence to sequence network with Bayesian attention and state transition for self-data-driven remaining useful life estimation 2025 · 候选关联(启发式)
- Remaining useful life prediction of lead-acid battery using multi-phase wiener process-based degradation model 2025 · 候选关联(启发式)
- Dynamic modeling-assisted tensor regression transfer learning for online remaining useful life prediction under open environment 2025 · 候选关联(启发式)
- Sparse stage path graph Kolmogorov-Arnold Networks (KANs) for bearing remaining useful life prediction 2025 · 候选关联(启发式)
- Integration of artificial intelligence and sustainable energy management in the pulp and paper industry: A path to decarbonization 2025 · 候选关联(启发式)
- Remaining useful life prediction for stochastic deteriorating Devices: A direct approach via inverse degradation modeling 2025 · 候选关联(启发式)
- Multi-projection support matrix regression for remaining useful life prediction of roller bearing 2025 · 候选关联(启发式)
- DeFIANT: A degradation-aware large model paradigm for generalizable RUL prediction 2025 · 候选关联(启发式)
- CITDG: A causality and information-theory inspired domain generalization method for machine remaining useful life prediction in unseen domains 2025 · 候选关联(启发式)
仅列前 20 篇(首发/综述优先,按年份倒序);全量见 API。
溯源(PROV,5 条)
| source_url: https://hal.science/hal-00719503v1retrieved_on: 2026-07-07asserted_by: human_curator |
| about_field: publication_yearsource_citation: facet-batch-06.yamlretrieved_on: 2026-07-08asserted_by: automated_extractionnote: 代理归纳刻面(依据:领域公知(IEEE PHM 2012 挑战,Nectoux et al. 2012);HAL 页无许可声明,license 不填);候选区,晋升需人工核验 |
| about_field: source_citation: 人工核验:zfbin(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 01:KLS-005 手工填卡,实质核验于 KLS-005 完成(评审见 evidence/KLS-005/);委托代理执行 |
| 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: notessource_citation: 人工核验:zfbin(委托批次 KLS-032,2026-07-15)retrieved_on: 2026-07-14asserted_by: human_curatorconfidence_level: human_verifiednote: 人工改写。KLS-032 license 补判:官方许可声明不可得:HAL 落地页反爬拦截(Anubis 403),FEMTO 原分发页已失,NASA PCoE 镜像(FEMTO Bearing)同无许可声明(2026-07-15 核) |