An optimal vibration control strategy for a vehicle's active suspension based on improved cultural algorithm

被引:57
|
作者
Wang, Wei [1 ]
Song, Yuling [1 ]
Xue, Yanbing [1 ]
Jin, Hongling [1 ]
Hou, Juncai [1 ]
Zhao, Minglei [1 ]
机构
[1] Northwest A&F Univ, Coll Mech & Elect Engn, Yangling 712100, Peoples R China
基金
高等学校博士学科点专项科研基金;
关键词
Automobile active suspension; Fuzzy-PID control method; Improved cultural algorithm; Niche algorithm; Vibration control;
D O I
10.1016/j.asoc.2014.11.047
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This research is conducted such that the bodywork vertical vibration acceleration of a quarter car model is selected as a control objective and Fuzzy-PID control strategy based on improved cultural algorithm is proposed for vibration reduce. Cultural algorithm and niche algorithm are mixed together to design Fuzzy-PID controller and optimize control rules, which can accelerate optimization speed and has a good global optimal performance. The numerical results show that the active suspension, with Fuzzy-PID control strategy in which control rules are optimized by improved cultural algorithm, can significantly suppress the bodywork vertical vibration acceleration, and the ride comfort is improved. All the simulation analyses can give the support for the optimal control scheme. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:167 / 174
页数:8
相关论文
共 50 条
  • [1] Vibration Control of Vehicle by Active Suspension with LQG Algorithm
    Gomonwattanapanich, O.
    Pannucharoenwong, N.
    Rattanadecho, P.
    Echaroj, S.
    Hemathulin, S.
    INTERNATIONAL JOURNAL OF AUTOMOTIVE AND MECHANICAL ENGINEERING, 2020, 17 (02) : 8011 - 8018
  • [2] Random Vibration Optimal Control of Vehicle Based on Semi-active Suspension System
    Xu, Jia
    Wang, Hong-Li
    Zhu, Zhi-Wen
    Ge, Gen
    INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL 1, PROCEEDINGS, 2008, : 427 - 431
  • [3] Research on Optimal Control of Vehicle Vibration Based on Semi-Active Suspension System
    Xu, Jia
    Wang, Hongli
    Zhu, Zhiwen
    Ge, Gen
    PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE FOR YOUNG COMPUTER SCIENTISTS, VOLS 1-5, 2008, : 2835 - 2839
  • [4] Discrete approximate optimal vibration control for nonlinear vehicle active suspension
    Han, Shi-Yuan
    Zhong, Xiao-Fang
    Chen, Yue-Hui
    Tang, Gong-You
    JOURNAL OF VIBROENGINEERING, 2017, 19 (02) : 1287 - 1300
  • [5] Optimal Vibration Control for Vehicle Active Suspension Systems with Controller Delays
    Zhang Zhiyong
    Tang Gongyou
    PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 1681 - 1686
  • [6] A vibration attenuation control algorithm of half vehicle using active suspension
    Chen, Jianguo
    Feng, Xia
    Zhang, Xiaoling
    RESEARCH IN MECHANICAL ENGINEERING AND MATERIAL SCIENCE, 2014, 456 : 14 - 17
  • [7] Vibration Control of a Vehicle Active Suspension System Using a DDPG Algorithm
    Kim, Seong-Jae
    Kim, Hyun-Soo
    Kang, Dong-Joong
    2018 18TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS), 2018, : 1654 - 1656
  • [8] Equivalence of sub-optimal control strategy for vehicle active suspension
    Lu H.
    Zhang Z.
    Xu Z.
    Tan K.
    Zheng X.
    Zhendong yu Chongji/Journal of Vibration and Shock, 2023, 42 (23): : 316 - 324
  • [9] Learning-Based Vibration Control of Vehicle Active Suspension
    Wang, Xi
    Zhuang, Weichao
    Yin, Guodong
    2020 IEEE 18TH INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS (INDIN), VOL 1, 2020, : 94 - 99
  • [10] Vibration Control for Vehicle Active Suspension Based on ANFIS Method
    Fan Junyao
    Xue Wenping
    Liu Guohai
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 9602 - 9606