CASIA OpenIR  > 09年以前成果
Nonlinear identification of a PEM fuel cell humidifier using wavelet networks
Deng, Xian-Rui; Wang, J; Yi, Z; Zurada, JM; Lu, BL; Yin, H
2006
发表期刊ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS
卷号3973页码:1071-1077
文章类型Article
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
关键词[WOS]SYSTEM-IDENTIFICATION ; WATER
收录类别ISTP ; SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号WOS:000239485300156
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9322
专题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.
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