Knowledge Commons of Institute of Automation,CAS
Neural network control for a semi-active vehicle suspension with a magnetorheological damper | |
Guo, DL; Hu, HY; Yi, JQ | |
发表期刊 | JOURNAL OF VIBRATION AND CONTROL |
2004-03-01 | |
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 |
推荐引用方式 GB/T 7714 | 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. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
JVC-Guo-Neural Netwo(354KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
个性服务 |
推荐该条目 |
保存到收藏夹 |
查看访问统计 |
导出为Endnote文件 |
谷歌学术 |
谷歌学术中相似的文章 |
[Guo, DL]的文章 |
[Hu, HY]的文章 |
[Yi, JQ]的文章 |
百度学术 |
百度学术中相似的文章 |
[Guo, DL]的文章 |
[Hu, HY]的文章 |
[Yi, JQ]的文章 |
必应学术 |
必应学术中相似的文章 |
[Guo, DL]的文章 |
[Hu, HY]的文章 |
[Yi, JQ]的文章 |
相关权益政策 |
暂无数据 |
收藏/分享 |
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。
修改评论