Title :
Dynamic Behaviour of Chaotic Cellular Automata - A Comparative Entropy Analysis of Regular Lattices and Small-World Structures
Author :
Macedo, Heverton B. ; Oliveira, Gina M. B. ; Ribeiro, Carlos H. C.
Author_Institution :
Dept. Inf., Goias Fed. Inst. (IFG), Jatai, Brazil
Abstract :
This work investigates elementary cellular automata comparing their dynamic evolution on two topologies: the usual regular lattice and a small-world network constructed as a directed graph. The number of iterations for any initial perturbation to propagate over all cells of the automaton corresponds to how quickly an initial configuration reaches a high entropy state, and the temporal rate of propagation of the perturbation can be evaluated from a chaotic set of elementary cellular automata rules using an entropy measure. Results indicate that the average entropy can be nearly tripled in the small-world network topology, suggesting much faster applications (e.g. in Cryptography) from alterations in the topological arrangement of usual cellular automata regular lattices.
Keywords :
cellular automata; chaos; lattice theory; network topology; perturbation techniques; small-world networks; cellular automata regular lattice; chaotic cellular automata; comparative entropy analysis; directed graph; dynamic behaviour; dynamic evolution; elementary cellular automata; entropy state; perturbation rate; regular lattices; small-world network topology; small-world structures; Automata; Entropy; Gallium nitride; Lattices; Network topology; Standards; Topology; cellular automata; dynamic behaviour; small-world network;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2013 IEEE International Conference on
Conference_Location :
Manchester
DOI :
10.1109/SMC.2013.270