Research on the Stability of the Semi-trailer Based on Neural Network Control

被引:0
|
作者
Yu, Zhixin [1 ]
Xing, Dong [1 ]
Cao, Quande [1 ]
Li, Shaosong [1 ]
机构
[1] Changchun Univ Technol, Sch Mechatron Engn, Changchun, Jilin Province, Peoples R China
关键词
Direct Yaw-moment Control; BP Neural Network; Stability; HSRI Tire Model;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
It applies the HSRI tire model to set up a two degree of nonlinear dynamic model of semi-trailer. Taking the yaw velocity of tractor as control variables, it proposes the control scheme, develops a controller of BP Neural Network for the semi-trailer stability. Based on the established nonlinear dynamic model, it describes simulation in Matlab/Simulink software platform. The simulation result shows that the method can improve the handling and stability performance on big slip angle for semi-trailer with the controller of NNC(Neural Network Controller).
引用
收藏
页码:1472 / 1476
页数:5
相关论文
共 50 条
  • [31] Research on Yaw Stability Control Method of Liquid Tank Semi-Trailer on Low-Adhesion Road under Turning Condition
    Li, Gangyan
    Fu, Teng
    Zhao, Ran
    APPLIED SCIENCES-BASEL, 2023, 13 (01):
  • [32] Liquid sloshing reduces driving stability of semi-trailer liquid tank
    Hu, Xiaoming
    Li, Wanli
    Sun, Li
    Zhao, Zhiguo
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2013, 29 (06): : 49 - 58
  • [33] Experimental research on determining the vertical tyre force of a tractor semi-trailer
    Nguyen Thanh Tung
    Vo Van Huong
    Phan Tuan Kiet
    INTERNATIONAL JOURNAL OF MODERN PHYSICS B, 2020, 34 (22-24):
  • [34] Active roll control algorithm of heavy tractor semi-trailer based on global gain scheduling control
    State Key Laboratory of Automobile Dynamic Simulation, Jilin University, Changchun 130025, China
    不详
    不详
    Jixie Gongcheng Xuebao, 2008, 10 (138-144): : 138 - 144
  • [35] Rollover prevention control of the tank semi-trailer considering sloshing of the liquid
    Sun, Wencai
    Liu, Yang
    Li, Shiwu
    Wang, Fengru
    Li, Weijian
    INTERNATIONAL JOURNAL OF HEAVY VEHICLE SYSTEMS, 2021, 28 (06) : 752 - 776
  • [36] Evaluation of Dynamic Load Reduction for a Tractor Semi-Trailer Using the Air Suspension System at all Axles of the Semi-Trailer
    Ha, Dang Viet
    Tan, Vu Van
    Niem, Vu Thanh
    Sename, Olivier
    ACTUATORS, 2022, 11 (01)
  • [37] Research on Dynamic Characteristics of Lateral Sloshing in Liquid Tank Semi-trailer
    Peng, Guangqin
    Zhao, Zhiguo
    Liu, Taifeng
    Hu, Han
    Feng, Mengqi
    2019 3RD CONFERENCE ON VEHICLE CONTROL AND INTELLIGENCE (CVCI), 2019, : 7 - 12
  • [38] Development of an Energy Recovery Device Based on the Dynamics of a Semi-trailer
    Sicilia, Massimo
    De Simone, Marco Claudio
    ADVANCES IN DESIGN, SIMULATION AND MANUFACTURING III: MECHANICAL AND CHEMICAL ENGINEERING, VOL 2, 2020, : 74 - 84
  • [39] Active steering control research using closed-loop dynamic simulation for semi-trailer trains
    Deng, Zhaowen
    Kong, Xinxin
    Yu, Wei
    Gao, Wei
    INTERNATIONAL JOURNAL OF VEHICLE PERFORMANCE, 2022, 8 (04) : 405 - 428
  • [40] Investigation of the load of three axled semi-trailer
    Tautkus, A.
    Miceviciene, D.
    Vaitiekunas, T.
    11TH INTERNATIONAL CONFERENCE ON INTELLIGENT TECHNOLOGIES IN LOGISTICS AND MECHATRONICS SYSTEMS (ITELMS'2016), 2016, : 183 - 188