Automatic control method of automobile steering-by-wire based on fuzzy PID

被引:0
|
作者
Meng L. [1 ]
Sun C. [1 ]
机构
[1] College of Automotive Engineering, Jiangsu Vocational College of Electronics and Information, Huai’an, Jiangsu
关键词
autonomous driving; fuzzy control strategy; genetic algorithm; PID controller; vehicle control-by-wire;
D O I
10.1504/ijvics.2023.131596
中图分类号
学科分类号
摘要
Automatic driving is gradually being popularised, and automatic control of automobile steering by wire has also become a topic worthy of research. The research combines the fuzzy control algorithm and PID to construct a fuzzy PID control strategy, and integrates the genetic algorithm into the basic fuzzy rules to form an improved new algorithm. The algorithm mainly focuses on multiple changes in the steering-by-wire of the car, including angular momentum, angular velocity, linear velocity and linear acceleration, to build more complex fuzzy rules and then use the three most basic parameters of PID. The results show that the average accuracy rate, average recall rate and average precision rate of the improved algorithm are 91.27%, 73.67% and 80.94%, which are significantly higher than the other two algorithms for comparison, indicating that the improved algorithm has better performance. Copyright © 2023 Inderscience Enterprises Ltd.
引用
收藏
页码:1 / 15
页数:14
相关论文
共 50 条
  • [41] Tractor steering teleoperation control with fuzzy PID algorithm based on delay time measurement with timestamp
    Li, Jiacheng
    Lu, Wei
    Li, Yankai
    Zeng, Mengjie
    Wang, Ling
    Zhang, Yongnian
    2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 1553 - 1558
  • [42] The control of welding wire feed mechanism based on fuzzy self-adaptive PID
    Du, H. (duhongwang@yahoo.com.cn), 1600, China Welding, 111 Hexing Road, Harbin, 150080, China (21):
  • [43] Fuzzy neural network PID control for electric power steering system
    Zang, Huaiquan
    Liu, Min
    2007 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2007, : 643 - 648
  • [44] Intelligent Temperature Control Method of Instrument Based on Fuzzy PID Control Technology
    Li, Wenfang
    Wang, Yuqiao
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2024, 15 (01) : 927 - 936
  • [45] Robust automatic steering using fuzzy modelling and LMI control
    Mammar, S
    SYSTEM STRUCTURE AND CONTROL 1998 (SSC'98), VOLS 1 AND 2, 1998, : 503 - 508
  • [46] The complex fuzzy control -: Enhancing tractor automatic steering precision
    Song, ZH
    Lü, AT
    Mao, ER
    Artificial Intelligence Applications and Innovations II, 2005, 187 : 825 - 832
  • [47] On double level fuzzy control technique of tractor automatic steering
    Lv Antao
    Mao Enrong
    ACTUAL TASKS ON AGRICULTURAL ENGINEERING, PROCEEDINGS, 2006, 34 : 397 - +
  • [48] STUDIES ON FUZZY PID CONTROL METHOD BASED ON IMPROVED VARIATIONAL THRESHOLD
    Zhou, Shuhui
    Gao, Siyang
    Zhang, Bangcheng
    Jiang, Yifei
    Xie, Zhedong
    JOURNAL OF NONLINEAR AND CONVEX ANALYSIS, 2022, 23 (09) : 1833 - 1849
  • [49] A PID and fuzzy logic based method for Quadrotor aircraft control motion
    Tao, Yong
    Xie, Guang
    Chen, Youdong
    Xiong, Hegen
    Liu, Hui
    Zheng, Jiaqi
    Gao, Jinpeng
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2016, 31 (06) : 2975 - 2983
  • [50] Suspending Control Method of BLSRM Based on Adaptive Fuzzy PID Controller
    He, Yingjie
    Tang, Ying
    Lee, Dong-Hee
    Ahn, Jin-Woo
    2016 IEEE TRANSPORTATION ELECTRIFICATION CONFERENCE AND EXPO, ASIA-PACIFIC (ITEC ASIA-PACIFIC), 2016, : 755 - 760