Adaptive neural-net control system for ship roll stabilization

被引:0
|
作者
Yang, Xuejing [1 ]
Zhao, Xiren [1 ]
Peng, Xiuyan [1 ]
机构
[1] Harbin Engn Univ, Automat Coll, Harbin 150001, Peoples R China
关键词
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
In this paper, an adaptive neural-net control system, in which learning is performed in a loop totally independent from the control loop, is proposed for the problem of ship roll stabilization. The modeling of the ship and the controller are adjusted continuously in order to deal with changes of dynamic properties caused by disturbances. Based the experimental data in tank, disturbance model caused by sea wave is presented. A recurrent neural network is used to approaching the dynamics of the ship, and the real time recurrent learning algorithm is described to train the forward model. This paper proposes the adaptation process of control system and applies it to the ship HD702. The control effect of roll stabilization and the approaching accuracy of forward model network are investigated.
引用
收藏
页码:1464 / 1469
页数:6
相关论文
共 50 条
  • [1] Online neural-net control system for ship motion stabilization
    Yang Xuejing
    Li Peng
    Peng Xiuyan
    Li Peng
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS I-V, CONFERENCE PROCEEDINGS, 2007, : 2461 - 2466
  • [2] Neural-net augmentation of adaptive predictive control
    Pao, Yoh-Han
    Chizeck, H.J.
    Yip, P.P.C.
    [J]. Annual Review of Automatic Programming, 1991, 16 (pt 1):
  • [3] Roll stabilization system for a monohull ship: Modeling, identification, and adaptive control
    Universita degli Studi di Catania, Catania, Italy
    [J]. IEEE Trans Control Syst Technol, 1 (18-28):
  • [4] A roll stabilization system for a monohull ship: Modeling, identification, and adaptive control
    Fortuna, L
    Muscato, G
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 1996, 4 (01) : 18 - 28
  • [5] An adaptive neural network approach for ship roll stabilization via fin control
    Li, Ronghui
    Li, Tieshan
    Bai, Weiwei
    Du, Xian
    [J]. NEUROCOMPUTING, 2016, 173 : 953 - 957
  • [6] Adaptive-intelligent control by neural-net systems
    Yamazaki, Y
    Kang, G
    Ochiai, M
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 1998, 13 (06) : 503 - 518
  • [7] Adaptive neural-net controller system for underwater vehicle
    Ishii, K
    Ura, T
    [J]. CONTROL APPLICATIONS IN MARINE SYSTEMS (CAMS'98), 1999, : 185 - 190
  • [8] An adaptive neural-net controller system for an underwater vehicle
    Ishii, K
    Ura, T
    [J]. CONTROL ENGINEERING PRACTICE, 2000, 8 (02) : 177 - 184
  • [9] CONTROL WITH NEURAL-NET MODELS
    TINHAM, B
    [J]. CONTROL AND INSTRUMENTATION, 1995, 27 (08): : 30 - 32
  • [10] Self-organizing neural-net control of ship's horizontal motion
    Yang, X. J.
    Zhao, X. R.
    [J]. 4TH INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY (ISIST' 2006), 2006, 48 : 1284 - 1288