Modeling and Control of a Two-link Flexible Manipulator using Fuzzy Logic and Genetic Optimization Techniques

被引:10
|
作者
Zebin, Tahmina [1 ]
Alam, M. S. [2 ,3 ,4 ,5 ]
机构
[1] Inst Sci & Technol, Dhaka, Bangladesh
[2] Univ Dhaka, Dept Appl Phys Elect & Commun Engn, Dhaka, Bangladesh
[3] Univ Sheffield, Sheffield S, S Yorkshire, England
[4] Univ Bradford, Sch Comp, Informat & Media, Bradford, W Yorkshire, England
[5] Univ Dhaka, Dept Appl Phys, Elect & Commun Engn, Dhaka, Bangladesh
关键词
Dynamic Modeling; Flexible Manipulator; Fuzzy Logic Control; Genetic Algorithms;
D O I
10.4304/jcp.7.3.578-585
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
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 fuzzy logic control strategy is also developed to reduce the end-point vibration of a flexible manipulator without sacrificing its speed of response. An uncoupled fuzzy logic controller approach is employed with individual controllers at the shouder and the elbow link utilizing hub-angle error and hub-velocity feedback. GA has been used to extract and optimizethe 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.
引用
收藏
页码:578 / 585
页数:8
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