Optimal fractional order PID controller design for automatic voltage regulator system based on reference model using particle swarm optimization

被引:64
作者
Li, Xiao [1 ]
Wang, Ying [1 ]
Li, Ning [1 ]
Han, Minyu [1 ]
Tang, Yinggan [1 ]
Liu, Fucai [1 ]
机构
[1] Yanshan Univ, Inst Elect Engn, Qinhuangdao 066004, Hebei, Peoples R China
基金
中国国家自然科学基金; 高等学校博士学科点专项科研基金; 中国博士后科学基金;
关键词
AVR system; Fractional order; PID controller; Reference model; Particle swarm optimization; BEE COLONY ALGORITHM; CONVERGENCE ANALYSIS; STABILITY; SELECTION;
D O I
10.1007/s13042-016-0530-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Automatic voltage regulator (AVR) system is an important equipment in power system for maintaining the terminal voltage of the generator at a specific level. Recently, fractional order PID controller has been designed for AVR system. However, many fractional order PID controller designing methods need to calculate various performance indices in time domain and frequency domain in the process of parameter tuning, which is a tedious and complex process and satisfactory performance can not be obtained. In this paper, a new fractional order PID controller designing method is proposed AVR system based on Bodes reference model. The optimal parameters of FOPID controller is obtained through minimizing the integrated absolute error (IAE) between the output of the Bodes ideal reference model and that of the plant. Particle swarm optimization (PSO) is responsible to search the solution of the IAE criterion, i.e., the parameters of FOPID controller. Extensive simulations and comparisons show that the designed FOPID controller has more excellent performance. Meanwhile, PSO algorithm is effective for searching the optimal FOPID controller parameters.
引用
收藏
页码:1595 / 1605
页数:11
相关论文
共 62 条
[1]  
[Anonymous], 1999, FRACTIONAL DIFFERENT
[2]  
[Anonymous], 1998, Acta Montanistica Slovaca
[3]  
Baiyu Ou, 2010, 2010 8th IEEE International Conference on Control and Automation (ICCA 2010), P1239, DOI 10.1109/ICCA.2010.5524367
[4]   Tuning of PID controllers based on Bode's ideal transfer function [J].
Barbosa, RS ;
Machado, JAT ;
Ferreira, IM .
NONLINEAR DYNAMICS, 2004, 38 (1-4) :305-321
[5]   Design of fractional-order PIλDμ controllers with an improved differential evolution [J].
Biswas, Arijit ;
Das, Swagatam ;
Abraham, Ajith ;
Dasgupta, Sambarta .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2009, 22 (02) :343-350
[6]  
Bode H. W., 1945, NETWORK ANAL FEEDBAC
[7]  
Cervera J., 2006, IECON 2006. 32nd Annual Conference on IEEE Industrial Electronics (IEEE Cat. No. 06CH37763), P5402, DOI 10.1109/IECON.2006.348131
[8]   FRACTAL SYSTEM AS REPRESENTED BY SINGULARITY FUNCTION [J].
CHAREF, A ;
SUN, HH ;
TSAO, YY ;
ONARAL, B .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1992, 37 (09) :1465-1470
[9]   Velocity relaxed and craziness-based swarm optimized intelligent PID and PSS controlled AVR system [J].
Chatterjee, A. ;
Mukherjee, V. ;
Ghoshal, S. P. .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2009, 31 (7-8) :323-333
[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