Design of Cloud Model Controller Based on Multi-objective Optimization

被引：0
|
作者：
Chang, Junlin [1 ]
Zhang, Wei [1 ]
Zhang, Jing [2 ]
Wei, Wei [1 ]
机构：
[1] China Univ Min & Technol, Sch Informat & Elect Engn, Xuzhou, Jiangsu, Peoples R China
[2] Chinese Peoples Liberat Army, Unit 73101, Beijing, Peoples R China
来源：
2011 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6 | 2011年
关键词：
cloud model; cloud controller; multi-objective optimization;
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 order to solve the problem that the parameters of cloud model are difficult to get and the weight of performance index is difficult to obtain when adopt single objective optimization algorithm. A new design of cloud model controller based on multi-objective optimization is proposed. In the first stage, set the system overshoot, settling time, and ITAE index as the optimization objectives, then a fast non-dominating sorting genetic algorithm II (NSGA-II) is employed to optimize its output parameters k(up), k(ui), k(ud) and characteristic parameters E-x, E-n, H-e. In the subsequent stage, the decision-maker can choose the satisfactory solution from the Pareto optimal solution set according to actual needs. The validity and superiority of the proposed method are supported by simulation results.
引用
收藏
页码：19 / +
页数：2
相关论文
共 50 条
  • [1] Multi-objective optimization based design of fractional PID controller
    Saidi, B.
    Amairi, M.
    Najar, S.
    Aoun, M.
    [J]. 2015 IEEE 12TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2015,
  • [2] Multi-objective Fruit Fly Optimization Based on Cloud Model
    Wu, Lianghong
    Wang, Hui-Ying
    Zuo, Cili
    Wei, Hua-Liang
    [J]. 2018 13TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2018, : 335 - 340
  • [3] Controller Design With a Evolutionary Multi-objective Optimization Approach
    Silva, Cidiney
    Neto, Oriane Magela
    Santos, Jesus J. S.
    [J]. 2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [4] Multi-objective Optimization for Cloud Task Scheduling Based on the ANP Model
    LI Kunlun
    WANG Jun
    [J]. Chinese Journal of Electronics, 2017, 26 (05) : 889 - 898
  • [5] Multi-objective Optimization for Cloud Task Scheduling Based on the ANP Model
    Li Kunlun
    Wang Jun
    [J]. CHINESE JOURNAL OF ELECTRONICS, 2017, 26 (05) : 889 - 898
  • [6] The Robotic Impedance Controller Multi-objective Optimization Design Based on Pareto Optimality
    Li, Erchao
    [J]. INTELLIGENT COMPUTING METHODOLOGIES, ICIC 2016, PT III, 2016, 9773 : 413 - 423
  • [7] Multi-objective optimization framework for networked predictive controller design
    Das, Sourav
    Das, Saptarshi
    Pan, Indranil
    [J]. ISA TRANSACTIONS, 2013, 52 (01) : 56 - 77
  • [8] Robust multi-objective controller design via convex optimization
    Masubuchi, I
    Osaka, A
    Suda, N
    [J]. PROCEEDINGS OF THE 35TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 1996, : 263 - 264
  • [9] Multi-objective optimization in reliability based design
    El Sayed, MF
    Edghill, M
    Housner, J
    [J]. COMPUTER AIDED OPTIMUM DESIGN OF STRUCTURES VI, 1999, 5 : 161 - 169
  • [10] Multi-objective optimization in reliability based design
    El Sayed, M.
    Edghill, M.
    Housner, J.
    [J]. International Conference on Computer Aided Optimum Design of Structures, OPTI, Proceedings, 1999, 5 : 161 - 169
12345