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Neural network control for a semi-active vehicle suspension with a magnetorheological damper
Guo, DL; Hu, HY; Yi, JQ
2004-03-01
发表期刊JOURNAL OF VIBRATION AND CONTROL
卷号10期号:3页码:461-471
文章类型Article
摘要Semi-active vehicle suspension with magnetorheological dampers is a promising technology for improving the ride comfort of a ground vehicle. However, the magnetorheological damper always exhibits nonlinear hysteresis between its output force and relative velocity, and additional nonlinear stiffness owing to the state transition from liquid to semi-solid or solid, so that the semi-active suspension with magnetorheological dampers features nonlinearity by nature. To control such nonlinear dynamic systems subject to random road roughness, in this paper we present a neural network control, which includes an error back propagation algorithm with quadratic momentum of the multilayer forward neural networks. Both the low frequency of road-induced vibration of the vehicle body and the fast response of the magnetorheological damper enable the neural network control to work effectively on-line. The numerical simulations and an experiment for a quarter-car model indicate that the semi-active suspension with a magnetorheological damper and neural network control is superior to the passive suspensions in a range of low frequency.
关键词Semi-active Control Neural Networks Magnetorheological Damper Vehicle Suspension Vibration Isolation
WOS标题词Science & Technology ; Technology
关键词[WOS]MODEL
收录类别SCI
语种英语
WOS研究方向Acoustics ; Engineering ; Mechanics
WOS类目Acoustics ; Engineering, Mechanical ; Mechanics
WOS记录号WOS:000220337800009
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/8933
专题09年以前成果
通讯作者Guo, DL
作者单位1.Nanjing Univ Aeronaut & Astronaut, Key Lab Smart Mat & Struct, Nanjing 210016, Peoples R China
2.Chinese Acad Sci, Inst Automat, Lab Complex Syst & Intelligence Sci, Beijing, Peoples R China
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Guo, DL,Hu, HY,Yi, JQ. Neural network control for a semi-active vehicle suspension with a magnetorheological damper[J]. JOURNAL OF VIBRATION AND CONTROL,2004,10(3):461-471.
APA Guo, DL,Hu, HY,&Yi, JQ.(2004).Neural network control for a semi-active vehicle suspension with a magnetorheological damper.JOURNAL OF VIBRATION AND CONTROL,10(3),461-471.
MLA Guo, DL,et al."Neural network control for a semi-active vehicle suspension with a magnetorheological damper".JOURNAL OF VIBRATION AND CONTROL 10.3(2004):461-471.
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