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Hybrid Model Based on Artificial Immune System and Cellular Automata

Authors: Ramin Javadzadeh, Zahra Afsahi, MohammadReza Meybodi

Abstract:

The hybridization of artificial immune system with cellular automata (CA-AIS) is a novel method. In this hybrid model, the cellular automaton within each cell deploys the artificial immune system algorithm under optimization context in order to increase its fitness by using its neighbor-s efforts. The hybrid model CA-AIS is introduced to fix the standard artificial immune system-s weaknesses. The credibility of the proposed approach is evaluated by simulations and it shows that the proposed approach achieves better results compared to standard artificial immune system.

Keywords: Artificial Immune System, Cellular Automat, neighborhood

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1082881

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References:


[1] L.N. DeCastro and F.J. VonZuben, "Learning and Optimization Using the Clonal Selection Principle".2002 IEEE Transactions on Evolutionary Computation, vol. 6, pp. 239-251
[2] L.N. DeCastroand and F.J. VonZuben, "An Artificial Immune Network for Data Analysis".2001, In Data Mining. A Heuristic Approach
[3] S. Bachmayer,"Artificial Immune Systems: soft computing", 2006, vol. 7, pp. 69-86
[4] J. Timmis, "An Introduction to Artificial Immune Systems" 2004, ICARIS, vol. 7
[5] F. Fredkin "Digital machine A informational process based on reversible cellular automata". 2009, Physica D 45, 254-270 (1990)
[6] N.H. Packard and S, Wolfram,"Two-dimensional cellular automata". 1985, Stat. Phys. 38, 901-946.
[7] M Mitchell, "Computation in cellular automata: A selected review":, Technical Report, Santa Fe Institute, Santa Fe, NM, USA, 1996, September
[8] J, Kari, "Reversability of 2D cellular automata is undecidable". 1990, Physica D 45, 379-385
[9] H, Beigy and M..R. Meybodi, "Cellular learning automata based dynamic channel assignment algorithms". International Journal of Computational Intelligence and Applications, 2009, Vol. 8, No. 3 87- 314, Imperial College Press
[10] S. Wolfram, "Theory and Applications of Cellular Automata": 1986, Advanced Series on Complex Systems, Singapore: World Scientific Publication
[11] Cellular Automata Llinks,http://www.soc.surrey.ac.uk/research/simsoc/ca.ht