Title :
Speed control of PMSM by hybrid genetic Artificial Bee Colony Algorithm
Author :
Jatoth, Ravi Kumar ; Rajasekhar, Anguluri
Author_Institution :
Dept. of Electron. & Commun. Eng., Nat. Inst. of Technol.-Warangal, Warangal, India
Abstract :
Swarm Intelligence is the one of the most efficient and emergent techniques for global optimization. Artificial Bee Colony Algorithm (ABCA) is one of the new swarm intelligent population-based meta-heuristic approaches, inspired by foraging behavior of bees for function optimization. To enhance the efficiency of ABCA optimizer this paper proposes a novel hybrid approach involving genetic algorithms (GA) and Artificial Bee colony (ABC) algorithms. The proposed method is used for tuning Proportional Integral (PI) speed controller in a vector-controlled Permanent Magnet Synchronous Motor (PMSM) Drive. In this application our tuning method focuses on minimizing the Integral Time Absolute Error (ITAE) criterion. Simulation results and as well as comparisons with other methods like conventional Gradient descent method, Genetic algorithm, and Artificial Bee Colony methods shows the effectiveness of hybrid approach. Simulations are carried out using Industrial standard MATLAB/SIMULINK.
Keywords :
PI control; genetic algorithms; machine control; permanent magnet motors; synchronous motor drives; velocity control; ABCA optimizer; ITAE; PI controller; PMSM; genetic algorithms; hybrid genetic artificial bee colony algorithm; integral time absolute error; permanent magnet synchronous motor drive; speed control; swarm intelligent population-based meta-heuristic approaches; tuning proportional integral speed controller; Biological cells; Damping; Equations; Genetics; Inductance; Industries; Variable speed drives; Bees; Genetic algorithm; PI speed controller; PMSM; hybrid systems;
Conference_Titel :
Communication Control and Computing Technologies (ICCCCT), 2010 IEEE International Conference on
Conference_Location :
Ramanathapuram
Print_ISBN :
978-1-4244-7769-2
DOI :
10.1109/ICCCCT.2010.5670559