Ship course keeping control based on self-organization of  generalized fuzzy ellipsoidal basis function system

  • WANG Xu-ming ,
  • YU Ze-yang ,
  • LU Xian-ji ,
  • et al
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  • Marine Engineering College, Dalian Maritime University, Dalian 116026,China)

Received date: 2015-09-10

  Revised date: 2015-11-29

  Online published: 2015-11-30

Abstract

A ship course keeping controller was proposed by using the promising self-organizing generalized ellipsoidal basis function based fuzzy system (SO-GEBF-FS) to realize the precise control of the ship's heading with less computation.Firstly, the nonlinear ship course motion model was analyzed. Secondly, the structure and composition of SO-GEBF-FS were introduced, and a kind of effective rule growth pruning algorithm was designed.Finally, the DSC method was adopted to design the controller, and SO-GEBF-FS was used to approximate the uncertainty,and the stability of the closed-loop system was proved by Lyapunov stability theory. The proposed controller was applied to the ship course motion model, and results verify the effectiveness and superiority.

Cite this article

WANG Xu-ming , YU Ze-yang , LU Xian-ji , et al . Ship course keeping control based on self-organization of  generalized fuzzy ellipsoidal basis function system[J]. Journal of Dalian Maritime University, 2016 , 42(2) : 14 -22 . DOI: 10.16411/j.cnki.issn1006-7736.2016.02.003

References

[1]刘胜,方亮,葛亚明,等.船舶航向GA-PID自适应控制研究[J].系统仿真学报,2007,19(16):3783-3786.
LIU Sheng,FANG Liang,GE Ya-ming,et al.GA-PID adaptive control research for ship course-keeping systems[J].Journal of System Simulation,2007,19(6):3783-3786.(in Chinese)
[2]胡江强,庞为兴,章文俊,等.克隆选择辨识的船舶航向自适应PD控制[J].大连海事大学学报,2009,35(1):13-17.
HU Jiang-qiang,PANG Wei-xing,ZHANG Wen-jun,et al. Adaptive PD control for ship steering via clonal selection identification[J].Journal of Dalian Maritime University,2009,35(1):13-17.(in Chinese)
[3]刘洋,郭晨.船舶航向保持RBF神经网络自适应非线性控制[J].大连海事大学学报,2013,39(4):1-4.
LIU Yang,GUO Chen.RBF neural network based adaptive nonlinear control for ship course keeping[J].Journal of Dalian Maritime University,2013,39(4):1-4.(in Chinese)
[4]WANG Ning,WANG Dan,LI Tie-shan.Dynamical response model for tanker steering using GEBF based fuzzy neural network[J].Journal of University of Science and Technology of China,2012,42(9):705-713.
[5]彭秀艳,贾书丽,胡忠辉.船舶航向非线性H¥逆优化输出反馈控制[J].控制理论与控制应用,2014,31(2):215-222.
PENG Xiu-yan, JIA Shu-li, HU Zhong-hui.Nonlinear H-infinity inverse optimal output feedback control for ship course [J].Control Theory & Applications,2014,31(2):215- 222.(in Chinese)
[6]李光宇,郭晨,李延新.基于改进粒子群算法的USV航向分数阶控制[J].系统工程与电子技术,2014,36(6):1146-1151.
LI Guang-yu, GUO Chen, LI Yan-xin.Fractional-order control of USV course based on improved PSO algorithm[J].Systems Engineering and Electronics,2014,36(6):1146-1151.(in Chinese)
[7]魏清平,王硕,谭民,等.基于ADRC的仿生长鳍机器鱼航向控制方法[J].华中科技大学学报:自然科学版,2013,41(1):335-338.
WEI Qing-ping,WANG Shuo,TAN Min,et al.ADRC based yaw control of a robotic fish with two fins[J].Huazhong University of Science and Technology:Nature Science Edition,2013,41(1):335-338.(in Chinese)
[8]杨盐生.船舶航向非线性系统的模型参考模糊自适应控制[J].中国造船,2003,44(3):85-93.
YANG Yan-sheng.Model reference fuzzy adaptive control for ship steering autopilot with uncertain nonlinear system[J]. Shipbuilding of China,2003,44(3):85-93.(in Chinese)
[9]李铁山,杨盐生,洪碧光,等.船舶航迹控制鲁棒自适应模糊设计[J].控制理论与应用,2007,24(3):445-448.
LI Tie-shan,YANG Yan-sheng,HONG Bi-guang,et al.Robust adaptive fuzzy design for ships tracking-keeping control[J].Control Theory & Application,2007,24(3):445-448.(in Chinese)
[10]DAI Shi-lu,WANG Cong,LUO Fei.Identification and learning control of ocean surface ship using neural networks [J].IEEE Transactions on Industrial Informatics,2012,8(4):801-810.
[11]刘程,李铁山,陈纳新.带有舵机特性的船舶航向自动舵DSC-MLP设计[J].哈尔滨工程大学学报,2012,33(1):9-14.
LIU Cheng,LI Tie-shan,CHEN Na-xin.Dynamic surface control and minimal learning parameter (DSC-MLP) design of a ship’s autopilot with rudder dynamics[J].Journal of Harbin Engineering University,2012,33(1):9-14.(in Chinese)
[12]WANG Ning,ER Meng-joo,MENG Xian-yao.A fast and accurate online self-organizing scheme for parsimonious fuzzy neural networks[J].Neurocomputing,2009,72(16):3818-3829.
[13]WANG Ning,ER Meng-joo,MENG Xian-yao,et al.An online self-organizing scheme for parsimonious and accurate fuzzy neural networks[J].International Journal of Neural Systems,2010,2(5):389-403.
[14]WANG Ning,ER Meng-joo,MENG Xian-yao.An online self-constructing fuzzy neural network with restrictive growth[C]//Advances in Intelligent Control Systems.[S.l.]:Springer,2009:225-247.
[15]WANG Ning.A generalized ellipsoidal basis function based on self-constructing fuzzy neural network[J].Neural Processing letters,2011,34(1):13-37.
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