Detail publikace

Evolution of Cellular Automata Using Instruction-Based Approach

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"
}