Title :
Performance evaluation of cuckoo search algorithm based FOPID controllers applied to a robotic manipulator with actuator
Author :
Sharma, Richa ; Gaur, Prerna ; Mittal, A.P.
Author_Institution :
ICE Div., NSIT, New Delhi, India
Abstract :
A robotic manipulator is a complex nonlinear, coupled and dynamic system. Therefore it is a challenge for the process engineers to design an effective controller for the operation of end-effector of this system. This paper presents Fractional Order Proportional-Integral-Derivative (FOPID) controller for a 2-link planar rigid robot manipulator with actuator for trajectory tracking task. The tuning of controller parameters is done using Cuckoo Search Algorithm (CSA) and Particle Swarm Optimization (PSO) techniques. The Integral Absolute Error (IAE) and Integral Absolute Change in Control Output (IACCO) having equal weights for both the links are chosen as performance indices for minimization. A comparative study is carried out between CSA-tuned FOPID (CSA-FOPID) and PSO-tuned FOPID (PSO-FOPID) controllers for trajectory tracking tasks. The robustness of the proposed controllers is tested for disturbance rejection, model uncertainties, and noise suppression. The numerical simulation results clearly investigate the superiority of CSA-FOPID controllers over PSO-FOPID controllers.
Keywords :
actuators; end effectors; minimisation; particle swarm optimisation; performance index; search problems; three-term control; trajectory control; 2-link planar rigid robot manipulator; CSA-FOPID controllers; Cuckoo search algorithm based FOPID controllers; IACCO; IAE; PSO techniques; PSO-tuned FOPID controllers; actuator; complex nonlinear system; controller parameter tuning; coupled system; disturbance rejection; dynamic system; end-effector operation; fractional order proportional-integral-derivative controller; integral absolute change in control output; integral absolute error; model uncertainties; noise suppression; numerical simulation; particle swarm optimization techniques; performance evaluation; performance indices; trajectory tracking tasks; Actuators; Manipulator dynamics; Mathematical model; Trajectory; Tuning; 2-link rigid robot manipulator; Cuckoo search algorithm; Fractional order PID controller; Particle swarm optimization; Robustness testing; Trajectory tracking;
Conference_Titel :
Computer Engineering and Applications (ICACEA), 2015 International Conference on Advances in
Conference_Location :
Ghaziabad
DOI :
10.1109/ICACEA.2015.7164730