DocumentCode :
3112851
Title :
Optimal control of multi-axis robotic system using Particle Swarm Optimization
Author :
Aftab, M. ; Shadab, Momin ; Santosh, Pallavi ; Sadaf, Parwaiz ; Taili, Javed
Author_Institution :
Dept. of Electron. Eng., M.H. Saboo Siddik Coll. of Eng., Mumbai, India
fYear :
2013
fDate :
13-15 Dec. 2013
Firstpage :
1
Lastpage :
6
Abstract :
Optimization is a mathematical technique that concerns the finding of maxima or minima of functions in some feasible region. There is no business or industry which is not involved in solving optimization problems. A variety of optimization techniques compete for the best solution. Particle Swarm Optimization (PSO) is a relatively new, modern and powerful method of optimization that has been empirically shown to perform well on many of these optimization problems. This paper presents an application of `Particle Swarm Optimization (PSO)´ for tuning the parameters of PID controller to achieve system stability. Here the system is two axis robotic arm. PSO algorithm will search for best possible PID controller parameters within its three dimension space of Kp, Ki, Kd. Optimization of peak overshoot (Mp) and settling time (ts) is achieved by using a multi-purpose performance criterion (MPPC). The system is stabilized by minimizing the performance criterion. This paper presents simulation results using MATLAB Simulink to demonstrate tuning of PID controller using PSO along with MPPC gives minimum Mp and ts.
Keywords :
manipulators; minimisation; optimal control; particle swarm optimisation; stability; three-term control; MATLAB Simulink; MPPC; PID controller parameter tuning; PSO algorithm; mathematical technique; multiaxis robotic system; mutipurpose performance criterion; optimal control; particle swarm optimization techniques; peak overshoot optimization; performance criterion minimization; settling time optimization; system stability; three-dimension space; two-axis robotic arm; Mathematical model; Optimization; Particle swarm optimization; Process control; Service robots; Transfer functions; Multi Purpose Performance Crieterion; PID; PSO; Robotic Arm;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
India Conference (INDICON), 2013 Annual IEEE
Conference_Location :
Mumbai
Print_ISBN :
978-1-4799-2274-1
Type :
conf
DOI :
10.1109/INDCON.2013.6726104
Filename :
6726104
Link To Document :
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