Topological synthesis of robust dynamic systems by sustainable genetic programming

被引:0
|
作者
Hu, JJ [1 ]
Goodman, E [1 ]
机构
[1] Michigan State Univ, GARAGe, E Lansing, MI 48824 USA
关键词
sustainable genetic programming; automated synthesis; dynamic systems; robust design; bond graphs; analog filter;
D O I
10.1007/0-387-23254-0_9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Traditional robust design constitutes only one step in the detailed design stage, where parameters of a design solution are tuned to improve the robustness of the system. This chapter proposes that robust design should start from the conceptual design stage and genetic programming-based open-ended topology search can be used for automated synthesis of robust systems. Combined with a bond graph-based dynamic system synthesis methodology, an improved sustainable genetic programming technique - quick hierarchical fair competition (QHFC)- is used to evolve robust high-pass analog filters. It is shown that topological innovation by genetic programming can be used to improve the robustness of evolved design solutions with respect to both parameter perturbations and topology faults.
引用
收藏
页码:143 / 157
页数:15
相关论文
共 50 条
  • [31] Robust parsing using dynamic programming
    Vilares, M
    Darriba, VM
    Vilares, J
    Rodríguez, L
    IMPLEMENTATION AND APPLICATION OF AUTOMATA, PROCEEDINGS, 2003, 2759 : 258 - 268
  • [32] Multiple Model Robust Dynamic Programming
    Whitman, Eric C.
    Atkeson, Christopher G.
    2012 AMERICAN CONTROL CONFERENCE (ACC), 2012, : 5998 - 6004
  • [33] Dynamic scheduling with genetic programming
    Jakobovic, Domagoj
    Budin, Leo
    GENETIC PROGRAMMING, PROCEEDINGS, 2006, 3905 : 73 - 84
  • [34] Dynamic learning in genetic programming
    Chiu, CC
    INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL I AND II, 1999, : 416 - 422
  • [35] Reversible circuit synthesis by genetic programming using dynamic gate libraries
    Mustapha Y. Abubakar
    Low Tang Jung
    Nordin Zakaria
    Ahmed Younes
    Abdel-Haleem Abdel-Aty
    Quantum Information Processing, 2017, 16
  • [36] FUZZY DYNAMIC-PROGRAMMING IN THE SYNTHESIS OF DISTILLATION COLUMN SYSTEMS
    KRASLAWSKI, A
    GORAK, A
    VOGELPOHL, A
    COMPUTERS & CHEMICAL ENGINEERING, 1989, 13 (4-5) : 611 - 618
  • [37] Reversible circuit synthesis by genetic programming using dynamic gate libraries
    Abubakar, Mustapha Y.
    Jung, Low Tang
    Zakaria, Nordin
    Younes, Ahmed
    Abdel-Aty, Abdel-Haleem
    QUANTUM INFORMATION PROCESSING, 2017, 16 (06)
  • [38] Robust Optimal Control for a Class of Nonlinear Dynamic Systems Using Single Network Adaptive Dynamic Programming
    Wang Ding
    Liu Derong
    Li Hongliang
    Yang Xiong
    2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 8711 - 8716
  • [39] Topological structure of robust control systems
    Tsumura, K
    Kitamura, M
    PROCEEDINGS OF THE 37TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 1998, : 1201 - 1206
  • [40] Robust dynamic programming via multi-parametric programming
    Faisca, Nuno P.
    Kouramas, Kostas I.
    Saraiva, Pedro M.
    Rustem, Berc
    Pistikopoulos, Efstratios N.
    17TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, 2007, 24 : 811 - 816