Approximate dynamic programming for ship course control

被引:0
|
作者
Bai, Xuerui [1 ]
Yi, Jianqiang [1 ]
Zhao, Dongbin [1 ]
机构
[1] Chinese Acad Sci, Inst Automat, Key Lab Complex Syst & Intelligence Sci, 95 Zhongguancun E Rd,Haidian Dist, Beijing 100080, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Dynamic programming (DP) is a useful tool for solving many control problems, but for its complexity in computation, traditional DP control algorithms are riot satisfactory in fact. So we must look for a new method which not only has the advantages of DP but also is easier in computation. In this paper, approximate dynamic programming (ADP) based controller system has been used to solve a ship heading angle keeping problem. The ADP controller comprises successive adaptations of two neural networks, namely action network and critic network which approximates the Bellman equations associated with DP. The Simulation results show that the ship keeps the desired heading satisfactorily.
引用
收藏
页码:349 / +
页数:2
相关论文
共 50 条
  • [1] Optimal Tracking Control for Ship Course Using Approximate Dynamic Programming Method
    Xie Qingqing
    Luo Bin
    Tan Fuxiao
    [J]. 2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 2911 - 2916
  • [2] A Novel Method of Ship Course Control Based on Slide Mode Using Adaptive Approximate Dynamic Programming Compensation
    Li, Chen
    Wang, Yongji
    Liu, Lei
    Zhan, Kangyi
    [J]. 2018 CHINESE AUTOMATION CONGRESS (CAC), 2018, : 278 - 283
  • [3] Approximate dynamic programming approach for process control
    Lee, Jay H.
    Wong, Weechin
    [J]. JOURNAL OF PROCESS CONTROL, 2010, 20 (09) : 1038 - 1048
  • [4] Approximate dynamic programming approach for process control
    Lee, Jay H.
    [J]. INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2010), 2010, : 459 - 464
  • [5] Approximate Dynamic Programming for Output Feedback Control
    Jiang Yu
    Jiang Zhong-Ping
    [J]. PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 5815 - 5820
  • [6] Approximate Dynamic Programming for Self-Learning Control
    Derong Liu (Department of Electrical and Computer Engineering
    [J]. 自动化学报, 2005, (01) : 13 - 18
  • [7] Nonlinear Control of Quadcopters via Approximate Dynamic Programming
    Romero, Angel
    Beuchat, Paul N.
    Sturz, Yvonne R.
    Smith, Roy S.
    Lygeros, John
    [J]. 2019 18TH EUROPEAN CONTROL CONFERENCE (ECC), 2019, : 3752 - 3759
  • [8] Approximate Dynamic Programming in Tracking Control of a Robotic Manipulator
    Szuster, Marcin
    Gierlak, Piotr
    [J]. INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2016, 13
  • [9] Multiple approximate dynamic programming controllers for congestion control
    Xiang, Yanping
    Yi, Jianqiang
    Zhao, Dongbin
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 1, PROCEEDINGS, 2007, 4491 : 368 - +
  • [10] Shared Control of Human and Robot by Approximate Dynamic Programming
    Li, Yanan
    Tee, Keng Peng
    Yan, Rui
    Limbu, Dilip Kumar
    Ge, Shuzhi Sam
    [J]. 2015 AMERICAN CONTROL CONFERENCE (ACC), 2015, : 1167 - 1172