DocumentCode :
1047834
Title :
Extended Ant Colony Optimization Algorithm for Power Electronic Circuit Design
Author :
Zhang, Jun ; Chung, Henry Shu-Hung ; Lo, Alan Wai-Lun ; Huang, Tao
Author_Institution :
Dept. of Comput. Sci., Sun Yat-Sen Univ., Guangzhou
Volume :
24
Issue :
1
fYear :
2009
Firstpage :
147
Lastpage :
162
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. However, power electronic circuits (PECs) generally consist of components, like inductors, manufactured in continuous values. Therefore, the traditional ACO algorithm cannot be applied directly. 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 components available with continuous values, so that these 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 verified with experimental measurements.
Keywords :
circuit optimisation; inductors; power integrated circuits; buck regulator; component tolerances; extended ant colony optimization algorithm; fitness value; inductors; orthogonal design method; power electronic circuit design; pseudodiscrete values; Ant colony optimization (ACO); circuit optimization; orthogonal design method (ODM); power electronics circuits (PECs);
fLanguage :
English
Journal_Title :
Power Electronics, IEEE Transactions on
Publisher :
ieee
ISSN :
0885-8993
Type :
jour
DOI :
10.1109/TPEL.2008.2006175
Filename :
4729635
Link To Document :
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