A Multi-Layered Immune System for Graph Planarization Problem

نویسندگان

  • Shangce Gao
  • Rong Long Wang
  • Hiroki Tamura
  • Zheng Tang
چکیده

This paper presents a new multi-layered artificial immune system architecture using the ideas generated from the biological immune system for solving combinatorial optimization problems. The proposed methodology is composed of five layers. After expressing the problem as a suitable representation in the first layer, the search space and the features of the problem are estimated and extracted in the second and third layers, respectively. Through taking advantage of the minimized search space from estimation and the heuristic information from extraction, the antibodies (or solutions) are evolved in the fourth layer and finally the fittest antibody is exported. In order to demonstrate the efficiency of the proposed system, the graph planarization problem is tested. Simulation results based on several benchmark instances show that the proposed algorithm performs better than traditional algorithms. key words: artificial immune system, multi-layered, graph planarization, estimation, feature

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عنوان ژورنال:
  • IEICE Transactions

دوره 92-D  شماره 

صفحات  -

تاریخ انتشار 2009