USV Course Controller Optimization Based on Elitism Estimation of Distribution Algorithm

被引:0
|
作者
Xu, Qingyang [1 ]
机构
[1] Shandong Univ Weihai, Sch Mech Elect & Informat Engn, Weihai 264209, Peoples R China
来源
2014 IEEE CHINESE GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC) | 2014年
关键词
Estimation of distribution algorithm; USV; PID; Global optimization; Nomoto; GENETIC ALGORITHM;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
PID controller is used in most of the course-keeping closed-loop control of Unmanned Surface Vehicle (USV). However, the parameters of PID are difficult to tuning. In this paper, we adopt an elitism estimation of distribution algorithm (EEDA) to optimize the PID, which makes use of the probabilistic model to estimate the optimal solution distribution. It has a better global searching ability. A linear Nomoto model is adopted to simulate the USV, and the PID controller is used to control the course of the USV. The simulation results exhibit the validity of the EEDA.
引用
收藏
页码:958 / 961
页数:4
相关论文
共 50 条
  • [1] Chaos Elitism Estimation of Distribution Algorithm
    Xu, Qingyang
    FIFTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2014, : 265 - 269
  • [2] A Fast Elitism Gaussian Estimation of Distribution Algorithm and Application for PID Optimization
    Xu, Qingyang
    Zhang, Chengjin
    Zhang, Li
    SCIENTIFIC WORLD JOURNAL, 2014,
  • [3] Optimization Analysis of USV Based on Genetic Algorithm
    Wu Changnan
    Liu Man
    Yang Songlin
    Gao Shasha
    PROCEEDINGS OF THE 2017 5TH INTERNATIONAL CONFERENCE ON MECHATRONICS, MATERIALS, CHEMISTRY AND COMPUTER ENGINEERING (ICMMCCE 2017), 2017, 141 : 1437 - 1446
  • [4] Optimization of Contract Distribution Based on Multi-objective Estimation of Distribution Algorithm
    Hu, Laihong
    Yang, Xiaogang
    Fan, Hongdong
    PROCEEDINGS OF 2018 INTERNATIONAL CONFERENCE ON COMPUTING AND ARTIFICIAL INTELLIGENCE (ICCAI 2018), 2018, : 9 - 12
  • [5] A Hybrid Evolutionary Algorithm Based on Alopex and Estimation of Distribution Algorithm and Its Application for Optimization
    Li, Shaojun
    Li, Fei
    Mei, Zhenzhen
    ADVANCES IN SWARM INTELLIGENCE, PT 1, PROCEEDINGS, 2010, 6145 : 549 - 557
  • [6] A hybrid optimization algorithm based on chaotic differential evolution and estimation of distribution
    Fuqing Zhao
    Zhongshi Shao
    Junbiao Wang
    Chuck Zhang
    Computational and Applied Mathematics, 2017, 36 : 433 - 458
  • [7] A hybrid optimization algorithm based on chaotic differential evolution and estimation of distribution
    Zhao, Fuqing
    Shao, Zhongshi
    Wang, Junbiao
    Zhang, Chuck
    COMPUTATIONAL & APPLIED MATHEMATICS, 2017, 36 (01) : 433 - 458
  • [8] An estimation of distribution algorithm with clustering for scenario-based robust financial optimization
    Shi, Wen
    Hu, Xiao-Min
    Chen, Wei-Neng
    COMPLEX & INTELLIGENT SYSTEMS, 2022, 8 (05) : 3989 - 4003
  • [9] The Distribution Population-based Genetic Algorithm for Parameter Optimization PID Controller
    CHEN QingGeng WANG Ning HUANG ShaoFengNational Key Laboratory of Industrial Control Technology Institute of Advanced ProcessZhejiang University Hangzhou
    自动化学报, 2005, (04) : 154 - 158
  • [10] A new Algorithm based on the Gbest of Particle Swarm Optimization algorithm to improve Estimation of Distribution Algorithm
    Zhao, Qiuyue
    Gao, Ying
    2018 INTERNATIONAL CONFERENCE ON SMART COMPUTING AND ELECTRONIC ENTERPRISE (ICSCEE), 2018,