Performance analysis of fractional order fuzzy PID controllers applied to a robotic manipulator

被引:163
|
作者
Sharma, Richa [1 ]
Rana, K. P. S. [1 ]
Kumar, Vineet [1 ]
机构
[1] Netaji Subhas Inst Technol, Instrumentat & Control Engn Div, New Delhi 110078, India
关键词
Two-link planar rigid robotic manipulator; Fuzzy logic controller; Fractional order fuzzy PID controller; Cuckoo search algorithm; Trajectory tracking; Robustness testing; OPTIMUM DESIGN; (PID-MU)-D-LAMBDA CONTROLLER; GENETIC ALGORITHMS; REGULATOR; SYSTEMS;
D O I
10.1016/j.eswa.2013.12.030
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A two-link robotic manipulator is a Multi-Input Multi-Output (MIMO), highly nonlinear and coupled system. Therefore, designing an efficient controller for this system is a challenging task for the control engineers. In this paper, the Fractional Order Fuzzy Proportional-Integral-Derivative (FOFPID) controller for a two-link planar rigid robotic manipulator for trajectory tracking problem is investigated. Robustness testing of FOFPID controller for model uncertainties, disturbance rejection and noise suppression is also investigated. To study the effectiveness of FOFPID controller, its performance is compared with other three controllers namely Fuzzy PID (FPID), Fractional Order PID (FOPID) and conventional PID. For tuning of parameters of all the controllers, Cuckoo Search Algorithm (CSA) optimization technique was used. Two performance indices namely Integral of Absolute Error (IAE) and Integral of Absolute Change in Controller Output (IACCO) having equal weightage for both the links are considered for minimization. Numerical simulation results clearly indicate the superiority of FOFPID controller over the other controllers for trajectory tracking, model uncertainties, disturbance rejection and noise suppression. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:4274 / 4289
页数:16
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