Hybrid Model Based on Artificial Immune System and Cellular Automata

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.

Authors:

• Ramin Javadzadeh
• Zahra Afsahi
• MohammadReza Meybodi

Keywords:

• Artificial Immune System
• Cellular Automat
• neighborhood

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