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Interaction Enhanced Imperialist Competitive Algorithms
Department of Information Management, Yuan Ze University, 135 Yuan-Tung Road, Chungli, Taoyuan 32003, Taiwan
* Author to whom correspondence should be addressed.
Received: 11 July 2012; in revised form: 14 September 2012 / Accepted: 20 September 2012 / Published: 15 October 2012
Abstract: Imperialist Competitive Algorithm (ICA) is a new population-based evolutionary algorithm. It divides its population of solutions into several sub-populations, and then searches for the optimal solution through two operations: assimilation and competition. The assimilation operation moves each non-best solution (called colony) in a sub-population toward the best solution (called imperialist) in the same sub-population. The competition operation removes a colony from the weakest sub-population and adds it to another sub-population. Previous work on ICA focuses mostly on improving the assimilation operation or replacing the assimilation operation with more powerful meta-heuristics, but none focuses on the improvement of the competition operation. Since the competition operation simply moves a colony (i.e., an inferior solution) from one sub-population to another sub-population, it incurs weak interaction among these sub-populations. This work proposes Interaction Enhanced ICA that strengthens the interaction among the imperialists of all sub-populations. The performance of Interaction Enhanced ICA is validated on a set of benchmark functions for global optimization. The results indicate that the performance of Interaction Enhanced ICA is superior to that of ICA and its existing variants.
Keywords: Imperialist Competition Algorithm; Island Model Genetic Algorithm; optimization
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Lin, J.-L.; Tsai, Y.-H.; Yu, C.-Y.; Li, M.-S. Interaction Enhanced Imperialist Competitive Algorithms. Algorithms 2012, 5, 433-448.
Lin J-L, Tsai Y-H, Yu C-Y, Li M-S. Interaction Enhanced Imperialist Competitive Algorithms. Algorithms. 2012; 5(4):433-448.
Lin, Jun-Lin; Tsai, Yu-Hsiang; Yu, Chun-Ying; Li, Meng-Shiou. 2012. "Interaction Enhanced Imperialist Competitive Algorithms." Algorithms 5, no. 4: 433-448.