• DocumentCode
    1545447
  • Title

    Novel Adaptive Gravitational Search Algorithm for Fuzzy Controlled Servo Systems

  • Author

    Precup, Radu-Emil ; David, Radu-Codrut ; Petriu, Emil M. ; Preitl, Stefan ; Radac, Mircea-Bogdan

  • Author_Institution
    Dept. of Autom. & Appl. Inf., “Politeh.” Univ. of Timisoara, Timisoara, Romania
  • Volume
    8
  • Issue
    4
  • fYear
    2012
  • Firstpage
    791
  • Lastpage
    800
  • Abstract
    This paper presents a novel adaptive Gravitational Search Algorithm (GSA) for the optimal tuning of fuzzy controlled servo systems characterized by second-order models with an integral component and variable parameters. The objective functions consist of the output sensitivity functions of the sensitivity models defined with respect to the parametric variations of the processes. The proposed adaptive GSA solves the optimization problems resulting in a new generation of Takagi-Sugeno proportional-integral fuzzy controllers (T-S PI-FCs) with a reduced time constant sensitivity. A design method for T-S PI-FCs is then proposed and experimentally validated in the representative case study of the optimal tuning of T-S PI-FCs for the position control system of a servo system.
  • Keywords
    PI control; control system synthesis; fuzzy control; position control; search problems; servomechanisms; GSA; T-S PI-FC; Takagi-Sugeno proportional-integral fuzzy controllers; adaptive gravitational search algorithm; design method; fuzzy controlled servo system optimal tuning; integral component; output sensitivity functions; position control system; process parametric variations; second-order models; sensitivity models; servo system; variable parameters; Adaptation models; Fuzzy control; Process control; Servomotors; Servosystems; Adaptive gravitational search algorithm; experimental results; parametric sensitivity; servo systems; small time constant;
  • fLanguage
    English
  • Journal_Title
    Industrial Informatics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1551-3203
  • Type

    jour

  • DOI
    10.1109/TII.2012.2205393
  • Filename
    6221998