Efficient control of a 3-link planar rigid manipulator using self-regulated fractional-order fuzzy PID controller

被引:18
作者
Kumar, Vineet [1 ]
Rana, K. P. S. [1 ]
Kler, Dhruv [1 ]
机构
[1] Netaji Subhas Univ Technol, Dept Instrumentat & Control Engn, Secotr 3, New Delhi 110078, India
关键词
Robotic manipulator; Self-regulated fractional-order fuzzy proportional-integral-derivative controller; Disturbance rejection; Non-linearity; Uncertainty; Fractional-order control; ADAPTIVE-CONTROL; OPTIMIZATION ALGORITHM; PERFORMANCE;
D O I
10.1016/j.asoc.2019.105531
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A self-regulated fractional-order fuzzy proportional-integral-derivative (SRFOFPID) controller is proposed to control a highly non-linear, complex and coupled 3-link planar rigid robotic manipulator in a virtual industrial environment. Industrial environment was simulated by introducing different kind of disturbances in the system and sensor noise. Proposed SRFOFPID controller is a direct nonlinear adaptive controller having self-regulating feature and has been realized using fractional-order operators i.e. integrator and differentiator in self-regulated integer-order fuzzy PID (SRIOFPID) controller. Gains of SRFOFPID and SRIOFPID controllers are optimized using Backtracking Search Algorithm by minimizing an amalgamation of integral absolute error signal and integral absolute change in control signal as cost function. Performance of SRFOFPID and SRIOFPID controllers are assessed and compared with reference path under virtually simulated industrial environment. Presented intensive simulation studies revealed that both the controllers offered decent reference trajectory tracking performance under nominal operating conditions while SRFOFPID controller offered exceptionally robust performance under industrial scenario and uncertainties. Finally, the stability analysis of overall closed loop system is performed using small gain theorem and necessary and sufficient bounded-input and bounded-output stability conditions are established. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页数:21
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