Enhanced variable universe fuzzy PID control of the active suspension based on expansion factor parameters adaption and genetic algorithm

被引:3
|
作者
Ji, Guanggang [1 ]
Zhang, Lidong [2 ]
Shan, Mingyang [1 ]
Zhang, Jiwei [1 ]
机构
[1] Shandong Jiaotong Univ, Sch Rail Transportat, Jinan 250000, Shandong, Peoples R China
[2] Shandong Jiaotong Univ, Sch Transportat & Logist Engn, Jinan 250000, Shandong, Peoples R China
来源
ENGINEERING RESEARCH EXPRESS | 2023年 / 5卷 / 03期
基金
中国国家自然科学基金;
关键词
active suspension; expansion factor parameters; ride comfort; variable universe fuzzy PID; genetic algorithm;
D O I
10.1088/2631-8695/ace0a2
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The optimal value of the expansion factor and quantization factor parameters is the key to determine the performance of the variable domain fuzzy proportion-integral-derivative (PID) controller. In view of the problem that the relevant parameters are fixed, difficult to determine and cannot be adjusted adaptively in the traditional variable domain fuzzy PID control, a kind of enhanced variable domain fuzzy PID control (EVUFP) is proposed to improve the ride comfort of vehicles. First, based on the traditional variable domain fuzzy PID control, an adaptive expansion factor controller is constructed to determine and adjust adaptively the parameters of the expansion factor in real time. Then the genetic algorithm is used to optimize the quantization factor and scale factor parameters to seek the optimal value of relevant parameters. And the obtained optimal parameters are substituted into the Simulink model to realize the design of the EVUFP controller. The simulation experiment results under different working conditions show that the proposed EVUFP control strategy can reduce the root mean square (RMS) values of the body acceleration, suspension dynamic deflection and tire dynamic load by more than 54%, 50% and 23%, respectively, improve the ride comfort of vehicles, and provide a new idea for the development of active suspensions.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Enhanced Variable Universe Fuzzy Control of Vehicle Active Suspension Based on Adaptive Contracting–Expanding Factors
    Guanggang Ji
    Shaohua Li
    Guizhen Feng
    He Wang
    International Journal of Fuzzy Systems, 2023, 25 : 2986 - 3000
  • [2] Enhanced Variable Universe Fuzzy Control of Vehicle Active Suspension Based on Adaptive Contracting-Expanding Factors
    Ji, Guanggang
    Li, Shaohua
    Feng, Guizhen
    Wang, He
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2023, 25 (08) : 2986 - 3000
  • [3] Enhanced variable-universe fuzzy control for vehicle semi-active suspension systems
    Pang, Hui
    Liu, Fan
    Liu, Xue
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2016, 31 (06) : 2999 - 3006
  • [4] Research on variable universe fuzzy PID control for semi-active suspension with CDC dampers based on dynamic adjustment functions
    Ji, Guanggang
    Zhang, Lidong
    Cai, Mingda
    Meng, Xianke
    Du, Zhengyu
    Ruan, Jiuhong
    Guan, Shenhao
    Liu, Zhiwen
    SCIENTIFIC REPORTS, 2024, 14 (01)
  • [5] The Research of Course Control Based on Variable Universe Fuzzy PID
    Ma Zheng
    Zhao Yuelin
    Wang Jinxin
    PROCEEDINGS OF 2019 5TH INTERNATIONAL CONFERENCE ON MECHATRONICS AND ROBOTICS ENGINEERING (ICMRE 2019), 2019, : 88 - 92
  • [6] Design of an Active Vehicle Suspension Based on an Enhanced PID Control with Wheelbase Preview and Tuning Using Genetic Algorithm
    Xie, Zhengchao
    Wong, Pak Kin
    Huang, Xinzheng
    Wong, Hang Cheong
    JOURNAL OF THE CHINESE SOCIETY OF MECHANICAL ENGINEERS, 2012, 33 (02): : 103 - 112
  • [7] The Pressure Testing Machine Based on Variable Universe Fuzzy PID Algorithm
    Cao, Guoqiang
    Cao, Zongling
    Gao, Ji
    Yu, Tanji
    2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 1, 2010, : 296 - 299
  • [8] Study and application of the control system based on interpolation algorithm fuzzy-PID with variable universe
    Qiu, Zhifeng
    Huang, Deng
    Gui, Weihua
    Yang, Chunhua
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2008, 29 (11): : 2435 - 2440
  • [9] Variable Universe Fuzzy PID Control for Active Suspension System With Combination of Chaotic Particle Swarm Optimization and Road Recognition
    Yu, Wangshui
    Zhu, Kai
    Yu, Yating
    IEEE ACCESS, 2024, 12 : 29113 - 29125
  • [10] STUDY ON PID CONTROL OF VEHICLE SEMI-ACTIVE SUSPENSION BASED ON GENETIC ALGORITHM
    Chen, Guoqiang
    Lv, Shaobin
    Dai, Jun
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2019, 15 (03): : 1093 - 1114