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Detail publikace
BIDLO, M. VAŠÍČEK, Z.
Originální název
Evolution of Cellular Automata Using Instruction-Based Approach
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
angličtina
Originální abstrakt
This paper introduces a method of encoding cellular automata local transition function using an instruction-based approach and their design by means of genetic algorithms. The proposed method represents an indirect mapping between the input combinations of states in the cellular neighborhood and the next states of the cells during the development steps. In this case the local transition function is described by a program (algorithm) whose execution calculates the next cell states. The objective of the program-based representation is to reduce the length of the chromosome in case of the evolutionary design of cellular automata. It will be shown that the instruction-based development allows us to design complex cellular automata with higher success rate than the conventional table-based method especially for complex cellular automata with more than two cell states. The case studies include the replication problem and the problem of development of a given pattern from an initial seed.
Klíčová slova
Cellular automaton, development, replication, evolutionary design.
Autoři
BIDLO, M.; VAŠÍČEK, Z.
Rok RIV
2012
Vydáno
23. 1. 2012
Nakladatel
Institute of Electrical and Electronics Engineers
Místo
CA
ISBN
978-1-4673-1508-1
Kniha
2012 IEEE World Congress on Computational Intelligence
Strany od
1060
Strany do
1067
Strany počet
8
URL
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6256475
BibTex
@inproceedings{BUT96927, author="Michal {Bidlo} and Zdeněk {Vašíček}", title="Evolution of Cellular Automata Using Instruction-Based Approach", booktitle="2012 IEEE World Congress on Computational Intelligence", year="2012", pages="1060--1067", publisher="Institute of Electrical and Electronics Engineers", address="CA", doi="10.1109/CEC.2012.6256475", isbn="978-1-4673-1508-1", url="http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6256475" }