Optimal operation of high-speed train based on fuzzy model predictive control

被引:7
|
作者
Wang, Xi [1 ]
Tang, Tao [2 ]
机构
[1] Beijing Jiaotong Univ, Natl Engn Res Ctr Rail Transportat Operat & Contr, Beijing 100044, Peoples R China
[2] Beijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing, Peoples R China
来源
ADVANCES IN MECHANICAL ENGINEERING | 2017年 / 9卷 / 03期
关键词
High-speed train; optimal operation; fuzzy model predictive control; linear matrix inequality; HEAVY-HAUL TRAINS; CRUISE CONTROL; DISTURBANCE ATTENUATION; NEURAL-NETWORKS; CONTROL-SYSTEMS; DESIGN; STRATEGIES; DELAYS;
D O I
10.1177/1687814017693192
中图分类号
O414.1 [热力学];
学科分类号
摘要
Focusing on exploring optimal control method of high-speed train, this research explicitly introduces a fuzzy predictive control framework to enhance safety, comfort, and energy-efficiency. The dynamic equation of the high-speed train is modeled as a cascade of cars connected by spring-like couplers and then represented by Takagi-Sugeno fuzzy model. Based on model predictive control approach, an effort is made on the design of fuzzy predictive controller such that each car tracks the target speed, and every coupler is stabilized to the equilibrium state as well as optimizing the performance function value at every time instant with regard to accelerating and braking constraints. Sufficient conditions for the existence of corresponding controller optimization problem are given in a set of linear matrix inequalities. Some simulations are performed to show the effectiveness of the model and the algorithm.
引用
收藏
页数:14
相关论文
共 50 条
  • [21] Study on the mechanism of high-speed train following operation control
    Pan, Deng
    Zheng, Ying-Ping
    Tiedao Xuebao/Journal of the China Railway Society, 2013, 35 (03): : 53 - 61
  • [22] A High-Speed Train Operation Plan Inspection Simulation Model
    Rui, Yang
    Mou Ruifang
    Feng, Jiang
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2018, 2018
  • [23] An Intelligent Cruise Controller for High-Speed Train Operation Based on Fuzzy Neural Network Theory
    Wang, Longsheng
    Xu, Hongze
    Luo, Hengyu
    MECHATRONICS AND APPLIED MECHANICS II, PTS 1 AND 2, 2013, 300-301 : 1405 - 1411
  • [24] Real-time Optimal Speed Coordination and Scheduling for High-speed Trains Based on Model Predictive Control
    Zhou, Yonghua
    Wang, Yangpeng
    Wu, Pin
    Wang, Peng
    MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 6043 - 6048
  • [25] Fuzzy Observer-Based Control for the Traction Dual Rectifiers in High-Speed Train
    Tasiu, Ibrahim Adamu
    Liu, Zhigang
    Yan, Qixiang
    Chen, Hong
    Hu, Keting
    Wu, Siqi
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2021, 70 (01) : 303 - 318
  • [26] Distributed model predictive control based on Neighbourhood optimization for high speed train
    Wei, Yongsong
    Wu, Jing
    Li, Shaoyuan
    Li, Ning
    2013 10TH IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA), 2013, : 664 - 669
  • [27] High-speed Train Control System Big Data Analysis Based on Fuzzy RDF Model and Uncertain Reasoning
    Zhang, D.
    INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2017, 12 (04) : 577 - 591
  • [28] Study on the operation control system framework for high-speed MAGLEV train
    Yang, Guang
    Tang, Zhen-Min
    Zhongguo Tiedao Kexue/China Railway Science, 2006, 27 (06): : 68 - 72
  • [29] Optimal Design of Train Operation Mode of High-speed Railway Cyclic Timetable
    Li H.
    Nie L.
    Fu H.
    Tiedao Xuebao/Journal of the China Railway Society, 2023, 45 (08): : 18 - 26
  • [30] Model Predictive Control for High-speed Train with Automatic Trajectory Configuration and Tractive Force Optimization
    Zhou, Yonghua
    Yang, Xun
    Mi, Chao
    CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2013, 90 (06): : 415 - 437