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船舶航向保持变论域模糊-最小二乘支持向量机复合控制

刘胜 王宇超 傅荟璇

控制理论与应用2011,Vol.28Issue(4):485-490,6.
控制理论与应用2011,Vol.28Issue(4):485-490,6.

船舶航向保持变论域模糊-最小二乘支持向量机复合控制

Variable universe fuzzy-least squares support-vector-machine compound control for ship course-keeping

刘胜 1王宇超 1傅荟璇1

作者信息

  • 1. 哈尔滨工程大学,自动化学院,黑龙江,哈尔滨,150001
  • 折叠

摘要

Abstract

A compound control strategy based on least squares support-vector-machine(LSSVM) inverse control and variable universe fuzzy control(VUFC) is proposed for a nonlinear process of ship motion subjected to random disturbances.This method utilizes the nonlinear mapping merit of the support vector machine inverse dynamic model and combines the fuzzy control to form a closed-loop control; it improves the control precision and guarantees the robustness by the coordination factor.The simulation results validate that the compound control algorithm has a high performance in ship course-keeping, and good adaptive ability in various ocean conditions.

关键词

船舶航向保持/模糊控制/变论域/最小二乘支持向量机

Key words

ship course-keeping/ fuzzy control/ variable universe/ least squares support-vector-machine

分类

交通工程

引用本文复制引用

刘胜,王宇超,傅荟璇..船舶航向保持变论域模糊-最小二乘支持向量机复合控制[J].控制理论与应用,2011,28(4):485-490,6.

基金项目

国家自然科学基金资助项目(60704004) (60704004)

中央高校基本科研业务费专项资金资助项目(HEUCFZ1025,HEUCFR1009). (HEUCFZ1025,HEUCFR1009)

控制理论与应用

OA北大核心CSCDCSTPCD

1000-8152

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