Data-Mining-Based Fuzzy Control Design for Marine Dynamic Positioning System of Ships

被引：0
作者：
Hu, Xin [1 ]
Du, Jialu [1 ]
Li, Jian [1 ]
Yang, Chuansheng [2 ]
机构：
[1] Dalian Maritime Univ, Sch Marine Elect Engn, Dalian 116026, Peoples R China
[2] Zhejiang Ocean Univ, Sch Math Phys & Informat Sci, Zhoushan 316000, Peoples R China
来源：
2018 37TH CHINESE CONTROL CONFERENCE (CCC) | 2018年
关键词：
Dynamic positioning of ships; unknown model parameters; unknown disturbances; data-mining; fuzzy control; FEEDBACK;
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：
Considering the dynamic positioning (DP) problem of a surface ship with unknown model dynamic parameters and unknown environmental disturbances, this paper develops a data -mining -based fuzzy control scheme. Under the certain operating and environmental conditions of a ship, the scientific and effective fuzzy rules for the DP of ships are extracted using the data -mining technique. Based on the extracted fuzzy rules, the DP fuzzy control law is designed. Finally, the simulation studies on a supply ship Northern Clipper are carried out to verify the effectiveness of the designed DP fuzzy control law.
引用
收藏
页码：636 / 641
页数：6
相关论文
共 50 条
  • [31] Optimization of a load control system algorithm for electrically propelled ships using data mining
    Lee, Jong-Hak
    Lee, Hun-Seok
    Oh, Jin-Seok
    SN APPLIED SCIENCES, 2021, 3 (04):
  • [32] Optimization of a load control system algorithm for electrically propelled ships using data mining
    Jong-Hak Lee
    Hun-Seok Lee
    Jin-Seok Oh
    SN Applied Sciences, 2021, 3
  • [33] The Rise of Fashion Informatics: A Case of Data-Mining-Based Social Network Analysis in Fashion
    Zhao, Li
    Min, Chao
    CLOTHING AND TEXTILES RESEARCH JOURNAL, 2019, 37 (02) : 87 - 102
  • [34] Robust Adaptive Fuzzy Control Using Genetic Algorithm for Dynamic Positioning System
    Dang, Xuan-Kien
    Do, Viet-Dung
    Nguyen, Xuan-Phuong
    IEEE ACCESS, 2020, 8 : 222077 - 222092
  • [35] A Data-mining-based Study on Road Traffic Information Analysis and Decision Support
    Wang Ya-jun
    Yu Zhao-cheng
    He Song-bai
    Cheng Jie-li
    Zhang Zhi-jun
    PROCEEDINGS OF THE 2009 SECOND PACIFIC-ASIA CONFERENCE ON WEB MINING AND WEB-BASED APPLICATION, 2009, : 24 - 27
  • [36] Extended QFD and data-mining-based methods for supplier selection in mass customization
    Ni, M.
    Xu, X.
    Deng, S.
    INTERNATIONAL JOURNAL OF COMPUTER INTEGRATED MANUFACTURING, 2007, 20 (2-3) : 280 - 291
  • [37] Robust adaptive control for dynamic positioning ships in the presence of input constraints
    Zhang, Guoqing
    Huang, Chenfeng
    Zhang, Xianku
    Tian, Baijun
    JOURNAL OF MARINE SCIENCE AND TECHNOLOGY, 2019, 24 (04) : 1172 - 1182
  • [38] Fuzzy based control system for interconnected pneumatic cylinder linear positioning system
    Saravanakumar, D.
    Mohan, B.
    DYNAMICS OF MACHINES AND MECHANISMS, INDUSTRIAL RESEARCH, 2014, 592-594 : 2145 - +
  • [39] Opcode sequences as representation of executables for data-mining-based unknown malware detection
    Santos, Igor
    Brezo, Felix
    Ugarte-Pedrero, Xabier
    Bringas, Pablo G.
    INFORMATION SCIENCES, 2013, 231 : 64 - 82
  • [40] Data mining with a simulated annealing based fuzzy classification system
    Mohamadi, Hamid
    Habibi, Jafar
    Abadeh, Mohammad Saniee
    Saadi, Hamid
    PATTERN RECOGNITION, 2008, 41 (05) : 1824 - 1833
12345