Nonlinear identification of a PEM fuel cell humidifier using wavelet networks
文献类型：期刊论文
| 作者 | Deng, Xian-Rui; Wang, J; Yi, Z; Zurada, JM; Lu, BL; Yin, H |
| 刊名 | ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS
 |
| 出版日期 | 2006 |
| 卷号 | 3973页码:1071-1077 |
| 英文摘要 | Humidification is a key factor influencing the performance of a Proton Exchange Membrane (PEM) Fuel Cell system. It is important to obtain an accurate temperature model of the humidifier to achieve the optimal humidity by means of some control strategy. Analysis shows that humidification process is nonlinear. To avoid the curse-of-dimensionality problem, a class of wavelet networks proposed by Billings was employed for the identification in this work. An efficient model term selection approach was applied to solve the high dimensional problem. ne model was identified based on the experimental data acquired from our test bench. The one-step-ahead predictions and the five-step-ahead predictions were compared with the real measurements respectively. It shows that the identified model can effectively describe the real system. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
| 研究领域[WOS] | Computer Science |
| 关键词[WOS] | SYSTEM-IDENTIFICATION ; WATER |
| 收录类别 | ISTP ; SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000239485300156 |
| 公开日期 | 2015-12-24 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/9322]  |
| 专题 | 自动化研究所_09年以前成果 |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, Lab Complex Syst & Intelligence Sci, Beijing, Peoples R China 2.Tangshan Teachers Coll, Dept Comp, Tangshan, Peoples R China |
| 推荐引用方式 GB/T 7714 | Deng, Xian-Rui,Wang, J,Yi, Z,et al. Nonlinear identification of a PEM fuel cell humidifier using wavelet networks[J]. ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS,2006,3973:1071-1077. |
| APA | Deng, Xian-Rui,Wang, J,Yi, Z,Zurada, JM,Lu, BL,&Yin, H.(2006).Nonlinear identification of a PEM fuel cell humidifier using wavelet networks.ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS,3973,1071-1077. |
| MLA | Deng, Xian-Rui,et al."Nonlinear identification of a PEM fuel cell humidifier using wavelet networks".ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS 3973(2006):1071-1077. |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。