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Dynamic modeling and fuzzy logic control of a two-link flexible manipulator using genetic optimization techniques

  • Tahmina Zebin*
  • , M. S. Alam
  • *Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

14 Scopus citations

Abstract

Flexible manipulator systems exhibit many advantages over their traditional (rigid) counterparts. However, they have not been favored in production industries due to its obvious disadvantages in controlling the manipulator. This paper presents theoretical investigation into the dynamic modeling and characterization of a constrained two-link flexible manipulator, by using finite element method. The final derived model of the system is simulated to investigate the behavior of the system. A Genetic Algorithm (GA) based hybrid fuzzy logic control strategy is also developed to reduce the endpoint vibration of a flexible manipulator without sacrificing its speed of response. An uncoupled fuzzy logic controller approach is employed with individual controllers at the shoulder and the elbow link utilizing hub-angle error and hub-velocity feedback. GA has been used to extract and optimize the rule base of the fuzzy logic controller. The fitness function of GA optimization process is formed by taking weighted sum of multiple objectives to trade off between system overshoot and rise time. Moreover, scaling factors of the fuzzy controller are tuned with GA to improve the performance of the controller. A significant amount of vibration reduction has been achieved with satisfactory level of overshoot, rise time and settling time and steady state error.

Original languageEnglish
Title of host publicationProceedings of 2010 13th International Conference on Computer and Information Technology, ICCIT 2010
Pages418-423
Number of pages6
DOIs
StatePublished - 2010
Externally publishedYes

Publication series

NameProceedings of 2010 13th International Conference on Computer and Information Technology, ICCIT 2010

Keywords

  • Dynamic modeling
  • Flexible manipulator
  • Fuzzy logic control
  • Genetic algorithms

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Computer Science Applications
  • Information Systems

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