Title :
Optimization of power electronic circuits using ant colony system
Author :
Zhang, Jun ; Chung, Henry S H ; Lo, Alan W L ; Huang, Tao
Author_Institution :
Dept. of Comput. Sci., Sun-Yat-Sen Univ., Guangzhou
Abstract :
Ant colony optimization (ACO) is typically used to search paths through graphs. The concept is based on simulating the behavior of ants in finding paths from the colony to food. Its searching mechanism is applicable for optimizing electric circuits with components, like resistors and capacitors, available in discrete values. In this paper, an extended ACO (eACO) that can search the optimal values of components manufactured in discrete and continuous values is presented. The idea is based on using the orthogonal design method (ODM) to dynamically update the database of the continuous components so that those components will have pseudo-discrete values in the search space. To speed up the optimization process, the ODM performs local search of the best combination around the best ant. The eACO also takes the component tolerances into account in evaluating the fitness value of each ant. The proposed algorithm has been successfully used to optimize the design of a buck regulator. The predicted results have been compared with the published results available in the literature and have also verified with experimental measurements.
Keywords :
optimisation; power convertors; power electronics; search problems; voltage regulators; buck regulator design; component manufacture; component tolerances; continuous components; extended ant colony optimization; local search space; orthogonal design method; power electronic circuits; pseudo-discrete values; Ant colony optimization; Capacitors; Circuit simulation; Databases; Design methodology; Design optimization; Food manufacturing; Power electronics; Pulp manufacturing; Resistors;
Conference_Titel :
Power Electronics Specialists Conference, 2008. PESC 2008. IEEE
Conference_Location :
Rhodes
Print_ISBN :
978-1-4244-1667-7
Electronic_ISBN :
0275-9306
DOI :
10.1109/PESC.2008.4592300