Title of article :
Optimum design of fractional order PIλDμ controller for AVR system using chaotic ant swarm
Author/Authors :
Tang، نويسنده , , Yinggan and Cui، نويسنده , , Mingyong and Hua، نويسنده , , Changchun and Li، نويسنده , , Lixiang and Yang، نويسنده , , Yixian، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2012
Pages :
10
From page :
6887
To page :
6896
Abstract :
Fractional-order PID (FOPID) controller is a generalization of standard PID controller using fractional calculus. Compared to PID controller, the tuning of FOPID is more complex and remains a challenge problem. This paper focuses on the design of FOPID controller using chaotic ant swarm (CAS) optimization method. The tuning of FOPID controller is formulated as a nonlinear optimization problem, in which the objective function is composed of overshoot, steady-state error, raising time and settling time. CAS algorithm, a newly developed evolutionary algorithm inspired by the chaotic behavior of individual ant and the self-organization of ant swarm, is used as the optimizer to search the best parameters of FOPID controller. The designed CAS-FOPID controller is applied to an automatic regulator voltage (AVR) system. Numerous numerical simulations and comparisons with other FOPID/PID controllers show that the CAS-FOPID controller can not only ensure good control performance with respect to reference input but also improve the system robustness with respect to model uncertainties.
Keywords :
optimal control , Fractional PID controller , Chaotic ant swarm , AVR system
Journal title :
Expert Systems with Applications
Serial Year :
2012
Journal title :
Expert Systems with Applications
Record number :
2351869
Link To Document :
بازگشت