Data-based short-term prognostics for proton exchange membrane fuel cells
文献类型：期刊论文
| 作者 | Liu, Hao2; Chen, Jian2; Hou, Ming1; Shao, Zhigang1; Su, Hongye2 |
| 刊名 | INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
 |
| 出版日期 | 2017-08-10 |
| 卷号 | 42期号:32页码:20791-20808 |
| 关键词 | Prognostics Data-based method Group method of data handling Wavelet analysis Proton exchange membrane fuel cells |
| 英文摘要 | Prognostics is an important tool in the life and cost management of the proton exchange membrane fuel cells (PEMFCs). In this paper, we propose a data-based short-term prognostics method based on the group method of data handling and the wavelet analysis. In particular, this method first decomposes the original voltage sequence of PEMFCs into multiple sub-waveforms. Then, prognostics are made for the sub-waveforms and are combined for the overall prognostics of PEMFCs. Moreover, the proposed method is validated by the experimental datasets from real aging tests. Simulation results demonstrate that, compared with the existing approaches, this proposed method not only can achieve accurate short-term prognostics for PEMFCs in different load conditions, but also can directly use the original experimental data with large disturbances. (c) 2017 Hydrogen Energy Publications LLC. Published by Elsevier Ltd. All rights reserved. |
| WOS标题词 | Science & Technology ; Physical Sciences ; Technology |
| 类目[WOS] | Chemistry, Physical ; Electrochemistry ; Energy & Fuels |
| 研究领域[WOS] | Chemistry ; Electrochemistry ; Energy & Fuels |
| 关键词[WOS] | ECHO STATE NETWORK ; VECTOR REGRESSION ; PREDICTION ; MAINTENANCE ; SYSTEMS ; LIFE |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000409151000039 |
| 源URL | [http://cas-ir.dicp.ac.cn/handle/321008/149931]  |
| 专题 | 大连化学物理研究所_中国科学院大连化学物理研究所 |
| 作者单位 | 1.Chinese Acad Sci, Dalian Inst Chem Phys, Fuel Cell Syst & Engn Lab, 457 Zhongshan Rd, Dalian 116023, Peoples R China 2.Zhejiang Univ, Coll Control Sci & Engn, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liu, Hao,Chen, Jian,Hou, Ming,et al. Data-based short-term prognostics for proton exchange membrane fuel cells[J]. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY,2017,42(32):20791-20808. |
| APA | Liu, Hao,Chen, Jian,Hou, Ming,Shao, Zhigang,&Su, Hongye.(2017).Data-based short-term prognostics for proton exchange membrane fuel cells.INTERNATIONAL JOURNAL OF HYDROGEN ENERGY,42(32),20791-20808. |
| MLA | Liu, Hao,et al."Data-based short-term prognostics for proton exchange membrane fuel cells".INTERNATIONAL JOURNAL OF HYDROGEN ENERGY 42.32(2017):20791-20808. |
入库方式： OAI收割
来源：大连化学物理研究所
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