Digital redesign of uncertain interval systems based on time-response resemblance via particle swarm optimization

被引:7
作者
Hsu, Chen-Chien [1 ]
Lin, Geng-Yu [1 ]
机构
[1] Tamkang Univ, Dept Elect Engn, Tamsui 25137, Taipei County, Taiwan
关键词
Digital redesign; Particle swarm optimization; Interval plants; Signal energy; ISE; Discretization; TOLERANCE DESIGN; CONTROLLERS; PERFORMANCE; STABILITY; PLANTS; ORDER;
D O I
10.1016/j.isatra.2009.01.008
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 this paper, a particle swarm optimization (PSO) based approach is proposed to derive an optimal digital controller for redesigned digital systems having an interval plant based on time-response resemblance of the closed-loop systems. Because of difficulties in obtaining time-response envelopes for interval systems, the design problem is formulated as an optimization problem of a cost function in terms of aggregated deviation between the step responses corresponding to extremal energies of the redesigned digital system and those of their continuous counterpart. A proposed evolutionary framework incorporating three PSOs is subsequently presented to minimize the cost function to derive an optimal set of parameters for the digital controller, so that step response sequences corresponding to the extremal sequence energy of the redesigned digital system suitably approximate those of their continuous counterpart under the perturbation of the uncertain plant parameters. Computer simulations have shown that redesigned digital systems incorporating the PSO-derived digital controllers have better system performance than those using conventional open-loop discretization methods. (C) 2009 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:264 / 272
页数:9
相关论文
共 39 条
[1]  
ASTROM K. J., 1970, Introduction to stochastic control
[2]  
Astrom K. J., 1997, COMPUTER CONTROLLED
[3]   A NUMERICAL METHOD FOR EVALUATION OF COMPLEX INTEGRALS [J].
ASTROM, KJ ;
JURY, EI ;
AGNIEL, RG .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1970, AC15 (04) :468-&
[4]   Design of H∞ robust fault detection filter for linear uncertain time-delay systems [J].
Bai, Leishi ;
Tian, Zuohua ;
Shi, Songjiao .
ISA TRANSACTIONS, 2006, 45 (04) :491-502
[5]  
Barmish B.R., 1994, New tools for robustness of linear systems
[6]   EXTREME POINT RESULTS FOR ROBUST STABILIZATION OF INTERVAL PLANTS WITH 1ST ORDER COMPENSATORS [J].
BARMISH, BR ;
HOLLOT, CV ;
KRAUS, FJ ;
TEMPO, R .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1992, 37 (06) :707-714
[7]   VERTICES AND SEGMENTS OF INTERVAL PLANTS ARE NOT SUFFICIENT FOR STEP RESPONSE ANALYSES [J].
BARTLETT, AC ;
TESI, A ;
VICINO, A .
SYSTEMS & CONTROL LETTERS, 1992, 19 (05) :365-370
[8]  
BHATTACHARYYA SP, 1995, ROBUST CONTROL THE P
[9]   GA-based intelligent digital redesign of fuzzy-model-based controllers [J].
Chang, W ;
Park, JB ;
Joo, YH .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2003, 11 (01) :35-44
[10]   The particle swarm - Explosion, stability, and convergence in a multidimensional complex space [J].
Clerc, M ;
Kennedy, J .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (01) :58-73