Parameter Estimation of Disk Drive Servo System Using A Hybrid Simplex Differential Evolution Algorithm

被引:2
|
作者
Wang, Yaonan [1 ]
Wu, Lianghong [1 ]
Yuan, Xiaofang [1 ]
机构
[1] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
来源
2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA) | 2010年
关键词
Parameter estimation; Disk drive servo system; Differential evolution; Simplex method; Hybrid optimization algorithm; PARTICLE SWARM OPTIMIZATION; GLOBAL OPTIMIZATION; SEARCH; DESIGN;
D O I
10.1109/WCICA.2010.5553769
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To accurately maintain the head position along the center of the track, determining the optimal parameters of the disk drive servo control system is one of most important works. In this paper, a hybrid optimization algorithm incorporated Nelder & Mead (NM) simplex method into the differential evolution (DE) algorithm was presented to the optimum parameter estimation of a disk drive servo system. This hybrid procedure performed the exploration with DE and the exploitation with the NM simplex method. Three experiments under the different conditions of command signal, sampling period and measuring noises were used to test the effectiveness of the proposed approach. The experiment results demonstrate that the hybrid optimization algorithm is superior to the two original search techniques (i.e. NM and DE) in terms of solution quality and convergence rate, and is an effective method for the parameter estimation of a control system.
引用
收藏
页码:3149 / 3155
页数:7
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