Energy-efficient receding horizon trajectory planning of high-speed trains using real-time traffic information

被引:3
|
作者
He, Defeng [1 ]
Zhou, Long [1 ]
Sun, Zhe [1 ]
机构
[1] Zhejiang Univ Technol, Coll Informat Engn, Hangzhou 310023, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
High-speed trains; model predictive control; optimal trajectory planning; Radau Pseudo-spectral method; MODEL-PREDICTIVE CONTROL; CRUISE CONTROL; OPTIMIZATION; SYSTEMS;
D O I
10.1007/s11768-020-0001-x
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Optimal trajectory planning of high-speed trains (HSTs) aims to obtain such speed curves that guarantee safety, punctuality, comfort and energy-saving of the train. In this paper, a new shrinking horizon model predictive control (MPC) algorithm is proposed to plan the optimal trajectories of HSTs using real-time traffic information. The nonlinear longitudinal dynamics of HSTs are used to predict the future behaviors of the train and describe variable slopes and variable speed limitations based on real-time traffic information. Then optimal trajectory planning of HSTs is formulated as the shrinking horizon optimal control problem with the consideration of safety, punctuality, comfort and energy consumption. According to the real-time position and running time of the train, the shrinking horizon is updated to ensure the recursive feasibility of the optimization problem. The optimal speed curve of the train is computed by online solving the optimization problem with the Radau Pseudo-spectral method (RPM). Simulation results demonstrate that the proposed method can satisfy the requirements of energy efficiency and punctuality of the train.
引用
收藏
页码:204 / 216
页数:13
相关论文
共 50 条
  • [41] Energy-Efficient Speed Scheduling for Real-Time Tasks under Thermal Constraints
    Wang, Shengquan
    Chen, Jian-Jia
    Shi, Zhenjun
    Thiele, Lothar
    2009 15TH IEEE INTERNATIONAL CONFERENCE ON EMBEDDED AND REAL-TIME COMPUTING SYSTEMS AND APPLICATIONS, PROCEEDINGS, 2009, : 201 - +
  • [42] 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
  • [43] Energy-Efficient Real-Time Compression of Biosignals
    George, R. M.
    Audi, Cardona J.
    Ruff, R.
    Hoffmann, K. -P
    BIOMEDICAL ENGINEERING-BIOMEDIZINISCHE TECHNIK, 2012, 57 : 645 - 648
  • [44] DATA STREAM MINING BASED REAL-TIME HIGH-SPEED TRAFFIC CLASSIFICATION
    Guo Mingliang
    Huang Xiaohong
    Tian Xu
    Ma Yan
    Wang Zhenhua
    PROCEEDINGS OF 2009 2ND IEEE INTERNATIONAL CONFERENCE ON BROADBAND NETWORK & MULTIMEDIA TECHNOLOGY, 2009, : 700 - 705
  • [45] Moving Horizon Optimization of Dynamic Trajectory Planning for High-Speed Train Operation
    Yan, Xi-Hui
    Cai, Bai-Gen
    Ning, Bin
    Wei ShangGuan
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2016, 17 (05) : 1258 - 1270
  • [46] Quadratically Constrained Linear Programming-based energy-efficient driving for High-speed Trains with neutral zone and time window
    Ying, Peiran
    Zeng, Xiaoqing
    D'Ariano, Andrea
    Pacciarelli, Dario
    Song, Haifeng
    Shen, Tuo
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2023, 154
  • [47] Real-time visual measurements using high-speed vision
    Watanabe, Y
    Komuro, T
    Kagami, S
    Ishikawa, M
    MACHINE VISION AND ITS OPTOMECHATRONIC APPLICATIONS, 2004, 5603 : 234 - 242
  • [48] Energy-Efficient Speed Planning for Autonomous Driving in Dynamic Traffic Scenarios
    Shang, Yuze
    Liu, Fei
    Qin, Ping
    Guo, Zhizhong
    Li, Zhe
    TRANSPORTATION RESEARCH RECORD, 2024, 2678 (08) : 785 - 802
  • [49] Energy-efficient scheduling for real-time tasks by rolling-horizon optimization in virtualized clouds
    Chen, Chao
    Zhu, Xiao-Min
    Chen, Huang-Ke
    Wang, Ji
    Ji, Hao-Ran
    Bao, Wei-Dong
    Ruan Jian Xue Bao/Journal of Software, 2015, 26 (08): : 2111 - 2123
  • [50] Energy-Efficient Encoding for High-Speed Serial Interfaces
    Maragkoudaki, Eleni
    Toms, William
    Pavlidis, Vasilis F.
    IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2022, 30 (10) : 1484 - 1496