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
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
相关论文
共 50 条
  • [41] An Effective Hybrid Algorithm Based on Simplex Search and Differential Evolution for Global Optimization
    Xu, Ye
    Wang, Ling
    Li, Lingpo
    EMERGING INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS: WITH ASPECTS OF ARTIFICIAL INTELLIGENCE, 2009, 5755 : 341 - 350
  • [42] Parameter estimation for a rice phenology model based on the differential evolution algorithm
    Xuan, Shouli
    Shi, Chunlin
    Liu, Yang
    Zhang, Wenyu
    Cao, Hongxin
    Xue, Changying
    2016 IEEE INTERNATIONAL CONFERENCE ON FUNCTIONAL-STRUCTURAL PLANT GROWTH MODELING, SIMULATION, VISUALIZATION AND APPLICATIONS (FSPMA), 2016, : 224 - 227
  • [43] Differential Evolution Algorithm for Parameter Estimation of Gas Sensor Transient Model
    Chang, Jianli
    Wang, Xiaodong
    Wang, Ke
    2010 SECOND ETP/IITA WORLD CONGRESS IN APPLIED COMPUTING, COMPUTER SCIENCE, AND COMPUTER ENGINEERING, 2010, : 578 - 581
  • [44] Differential Evolution Algorithm for Parameter Estimation of Gas Sensor Transient Model
    Chang, Jianli
    Wang, Xiaodong
    Wang, Ke
    2010 SECOND ETP/IITA WORLD CONGRESS IN APPLIED COMPUTING, COMPUTER SCIENCE, AND COMPUTER ENGINEERING, 2010, : 391 - 394
  • [45] Differential evolution algorithm-based parameter estimation for chaotic systems
    Peng, Bo
    Liu, Bo
    Zhang, Fu-Yi
    Wang, Ling
    CHAOS SOLITONS & FRACTALS, 2009, 39 (05) : 2110 - 2118
  • [46] Heterogeneous differential evolution algorithm for parameter estimation of solar photovoltaic models
    Wang, Da
    Sun, Xingping
    Kang, Hongwei
    Shen, Yong
    Chen, Qingyi
    ENERGY REPORTS, 2022, 8 : 4724 - 4746
  • [47] A Hybrid Algorithm Based on Simplex Search and Differential Evolution for Hybrid Flow-shop Scheduling
    Xu, Ye
    Wang, Ling
    Wang, Shengyao
    PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012), 2012, : 643 - 648
  • [48] Servo System Parameter Estimation by Wavelet Method
    Todorova, Mariyana
    Parvanova, Reneta
    2019 16TH CONFERENCE ON ELECTRICAL MACHINES, DRIVES AND POWER SYSTEMS (ELMA), 2019,
  • [49] A new hybrid bee evolution algorithm for parameter estimation in biological model
    Abdullah, Afnizanfaizal
    Deris, Safaai
    Mohamad, Mohd Saberi
    ICIC Express Letters, Part B: Applications, 2013, 4 (01): : 1 - 6
  • [50] Medical Grabbing Servo System with Friction Compensation Based on the Differential Evolution Algorithm
    Yeming Zhang
    Kaimin Li
    Meng Xu
    Junlei Liu
    Hongwei Yue
    Chinese Journal of Mechanical Engineering, 2021, 34 (06) : 334 - 348