Title :
An improved ant colony optimization algorithm and its application to electromagnetic devices designs
Author :
Ho, S.L. ; Yang, Shiyou ; Wong, H.C. ; Cheng, K.W.E. ; Ni, Guangzheng
Author_Institution :
Electr. Eng. Dept., Hong Kong Polytech. Univ., China
fDate :
5/1/2005 12:00:00 AM
Abstract :
Based on the success in the design of a new global search procedure on the development of a novel trail updating mechanism and the introduction of an elitist strategy to available ant colony optimization (ACO) methods, an improved ACO algorithm is proposed. In order to facilitate the implementation of the search procedure, the available local search phase is simplified also. The algorithm is tested on a mathematical function and an inverse problem, and its performances are compared with those of other well designed methods.
Keywords :
electromagnetic devices; heuristic programming; inverse problems; optimisation; search problems; ant colony optimization algorithm; electromagnetic device design; elitist strategy; global search procedure; heuristic algorithm; inverse problem; local search phase; mathematical function; optimal design; trail updating mechanism; Algorithm design and analysis; Ant colony optimization; Design methodology; Design optimization; Educational institutions; Electromagnetic devices; Heuristic algorithms; Inverse problems; Performance evaluation; Testing; Ant colony optimization (ACO) method; heuristic algorithm; inverse problem; optimal design;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2005.845998