Title :
Modeling Cylinder Valve in Hydrogen Fuel Cell Car
Author :
Yu, Liang ; Cai, Shengnian ; Na, Wang
Author_Institution :
Coll. of Inf. Eng., Shenyang Univ. of Chem. Technol., Shenyang, China
Abstract :
We develop a fast alternative to a complex finite element analysis (FEA) model of cylinder valve in hydrogen fuel cell car based on support vector machine (SVM). The inputs of model are shape parameters of core and plunger of the valve, and the output is the electromagnetic force on the plunger. Uniform Design method is used in the selection of modeling samples. Theoretical and simulation analysis indicates that this model features high learning speed, good approximation, well generalization ability.
Keywords :
automobiles; electromagnetic forces; finite element analysis; fuel cell vehicles; support vector machines; traffic engineering computing; valves; FEA; SVM; cylinder valve modeling; electromagnetic force; finite element analysis model; hydrogen fuel cell car; support vector machine; uniform design method; Computational modeling; Electromagnetic forces; Fuel cell vehicles; Kernel; Mathematical model; Support vector machines; Valves; SVM; cylinder valve; modeling; uniform design;
Conference_Titel :
Intelligent Computation Technology and Automation (ICICTA), 2011 International Conference on
Conference_Location :
Shenzhen, Guangdong
Print_ISBN :
978-1-61284-289-9
DOI :
10.1109/ICICTA.2011.219
