Improved Oustaloup approximation of fractional-order operators using adaptive chaotic particle swarm optimization

被引:36
作者
Gao, Zhe [1 ]
Liao, Xiaozhong [1 ]
机构
[1] Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
fractional-order calculus; rational approximation; particle swarm optimization (PSO); tent map; DERIVATIVES; SYSTEMS; DESIGN;
D O I
10.1109/JSEE.2012.00018
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A rational approximation method of the fractional-order derivative and integral operators is proposed. The turning frequency points are fixed in each frequency interval in the standard Oustaloup approximation. In the improved Oustaloup method, the turning frequency points are determined by the adaptive chaotic particle swarm optimization (PSO). The average velocity is proposed to reduce the iterations of the PSO. The chaotic search scheme is combined to reduce the opportunity of the premature phenomenon. Two fitness functions are given to minimize the zero-pole and amplitude-phase frequency errors for the underlying optimization problems. Some numerical examples are compared to demonstrate the effectiveness and accuracy of this proposed rational approximation method.
引用
收藏
页码:145 / 153
页数:9
相关论文
共 25 条
[1]   Chaos embedded particle swarm optimization algorithms [J].
Alatas, Bilal ;
Akin, Erhan ;
Ozer, A. Bedri .
CHAOS SOLITONS & FRACTALS, 2009, 40 (04) :1715-1734
[2]  
[Anonymous], 1999, FRACTIONAL DIFFERENT
[3]  
[Anonymous], 1993, Chaos in Dynamical Systems
[4]   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
[5]   PID controller design of nonlinear systems using an improved particle swarm optimization approach [J].
Chang, Wei-Der ;
Shih, Shun-Peng .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2010, 15 (11) :3632-3639
[6]   A new IIR-type digital fractional order differentiator [J].
Chen, YQ ;
Vinagre, BM .
SIGNAL PROCESSING, 2003, 83 (11) :2359-2365
[7]  
Cui ZH, 2009, INT J INNOV COMPUT I, V5, P951
[8]   Particle swarm optimization: Basic concepts, variants and applications in power systems [J].
del Valle, Yamille ;
Venayagamoorthy, Ganesh Kumar ;
Mohagheghi, Salman ;
Hernandez, Jean-Carlos ;
Harley, Ronald G. .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2008, 12 (02) :171-195
[9]  
Eberhart R., 1995, MHS 95, P39, DOI [DOI 10.1109/MHS.1995.494215, 10.1109/MHS.1995.494215]
[10]   Fractional control of heat diffusion systems [J].
Jesus, Isabel S. ;
Machado, J. A. Tenreiro .
NONLINEAR DYNAMICS, 2008, 54 (03) :263-282