IEEE PHM Data Challenge 2014 核心 · 已核验
doi:10.25666/dataubfc-2021-07-19
This data set is divided in two parts in the framework of the IEEE PHM Data Challenge 2014. The first part is a 1kW proton exchange membrane fuel cell on which long-term tests (1,000 hours) have been carried out under quasi-stationary conditions. The second part also deals with a fresh 1kW proton exchange membrane fuel cell. On this second fuel cell, long-term tests (1,000 hours) with current ripples were performed.
- 落地页
- https://search-data.ubfc.fr/FR-18008901306731-2021-07-19_IEEE-PHM-Data-Challenge-2014.html
- 许可证
- CC-BY-NC-SA (判读置信:verified_official)
- 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。 - 设备类型
fuel_cell
关联论文(37 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)
- Impact of current ripples on the durability of proton exchange membrane fuel cells based on two ageing datasets 2022 · introduces
- A Review on Data‐Driven‐Based Remaining Useful Life Prediction Methods for Proton Exchange Membrane Fuel Cells 2026 · 候选关联(启发式)
- A hybrid degradation prediction method for PEMFC integrating model-based degradation index extraction and Bayesian-optimized Bi-directional long short-term memory 2026 · 候选关联(启发式)
- A novel health indicator for PEMFCs based on VAE-LSTM-attention and mahalanobis distance with long-term remaining useful life prediction 2026 · 候选关联(启发式)
- An interpretable fuel cell interval prediction method that dynamically identifies key features without manual selection 2026 · 候选关联(启发式)
- High-accuracy degradation prediction for fuel cells: An approach balancing stability and robustness 2026 · 候选关联(启发式)
- Real-time degradation prognostics for proton exchange membrane fuel cells using a self-adaptive grey neural network model 2026 · 候选关联(启发式)
- Interpretable degradation forecasting of fuel cells under steady, quasi-dynamic and dynamic conditions: An ALA optimized TimesNet model based on ICEEMDAN decomposition 2026 · 候选关联(启发式)
- Aging of PEM electrolyzers: influence of fluctuating current supply 2026 · 候选关联(启发式)
- Estimation of PEMFC equivalent circuit model parameters via a Luenberger observer approach 2025 · 候选关联(启发式)
- A novel multivariable prognostic approach for PEMFC degradation and remaining useful life prediction using random forest and temporal convolutional network 2025 · 候选关联(启发式)
- A novel fractional-order heuristic grey model for robust prognostics of PEMFC degradation under static and dynamic operating regimes 2025 · 候选关联(启发式)
- Performance degradation prediction of proton exchange membrane fuel cells based on CNN-LSTM network with squeeze-and-excitation attention mechanism 2025 · 候选关联(启发式)
- Enhancing Fuel-Cell Longevity via Multi-Objective Dynamic Programming 2025 · 候选关联(启发式)
- A Stacked Ensemble Learning Approach for Short-Term Fuel Cell Degradation Prediction 2025 · 候选关联(启发式)
- ConvTimeNet: Hierarchical Fully Convolutional Model for Proton Exchange Membrane Fuel Cells Degradation Prediction 2025 · 候选关联(启发式)
- Research on Performance Degradation Prediction of PEMFC Based on Improved Koa-Transformer-LSTM 2025 · 候选关联(启发式)
- PCA Based Hammerstein Model for Fuel Cell Degradation Prediction by the Hierarchical Estimation Technique 2025 · 候选关联(启发式)
- Experimental Analysis on a Commercial Power Electronic Converter in Power-to-Hydrogen System Based on PEM Electrolysis and Metal Hydrides 2025 · 候选关联(启发式)
- Modified P-ECMS for Fuel Cell Commercial Vehicles Based on SSA-LSTM Vehicle Speed Prediction and Integration of Future Speed Trends into Dynamic Equivalent Factor Regulation 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://search-data.ubfc.fr/FR-18008901306731-2021-07-19_IEEE-PHM-Data-Challenge-2014.htmlsource_citation: mech_oam_hub datasets#541(canonical_key=doi:10.25666/dataubfc-2021-07-19)retrieved_on: 2026-07-09asserted_by: automated_harvestnote: 采石场迁移候选;原 review_status=auto(自动晋升,非人工核验) |
| about_field: equipment_typessource_citation: 人工核验:zfbin(词表修订拍板 2026-07-10)retrieved_on: 2026-07-10asserted_by: human_curatorconfidence_level: human_verifiednote: 人工改写。词表回填 equipment=fuel_cell(两台 1kW proton exchange membrane fuel cell,IEEE PHM 2014 挑战赛) |
| about_field: source_citation: 人工核验:zfbin(词表修订拍板 2026-07-10)retrieved_on: 2026-07-10asserted_by: human_curatorconfidence_level: human_verifiednote: 晋升核心区。词表修订解锁:fuel_cell 刻面回填,基准身份(IEEE PHM 2014 挑战赛)核验成立(evidence/KLS-016/12) |
| 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_confidence,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 清洗②:原值 available 系 Dataverse 访问状态词;dat@UBFC 官方页明示 Dataset Licence: CC BY-NC-SA(版本未标注,记原文;2026-07-11 经 DOI 在线核实) |