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
Source PublicationADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS
2006
Volume3973Pages:1071-1077
SubtypeArticle
AbstractHumidification 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 HeadingsScience & Technology ; Technology
WOS KeywordSYSTEM-IDENTIFICATION ; WATER
Indexed ByISTP ; SCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS IDWOS:000239485300156
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9322
Collection09年以前成果
Affiliation1.Chinese Acad Sci, Inst Automat, Lab Complex Syst & Intelligence Sci, Beijing, Peoples R China
2.Tangshan Teachers Coll, Dept Comp, Tangshan, Peoples R China
Recommended Citation
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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