Publication Details

Investigation of Replicating Tiles in Cellular Automata Designed by Evolution Using Conditionally Matching Rules

BIDLO Michal. Investigation of Replicating Tiles in Cellular Automata Designed by Evolution Using Conditionally Matching Rules. In: 2015 IEEE International Conference on Evolvable Systems (ICES). Proceedings of the 2015 IEEE Symposium Series on Computational Intelligence (SSCI). Cape Town: IEEE Computational Intelligence Society, 2015, pp. 1506-1513. ISBN 978-1-4799-7560-0. Available from: http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7376789
Czech title
Výzkym replikujících se vzorů v celulárních automatech navrhovaných evolucí s využitím podmínkových pravidel
Type
conference paper
Language
english
Authors
URL
Keywords

cellular automaton; genetic algorithm; transition function; conditionally matching rule; replication

Abstract

In this paper we investigate the evolutionary design of replicating tiles in cellular automata. In particular, various sizes of the tiles will be considered whose replication ought to be performed by satisfying a given arrangement of the tiles with respect to each other. The goal is to determine the abilities of the genetic algorithm in combination with conditionally matching rules used for representing the transition functions of cellular automata to find solutions for tiles consisting of up to a hundred of cells. A comparative study will be presented considering the success rate, computational effort and complexity of the obtained solutions as the main values of interest. It will be shown that, in addition to the tile size and the number of states of the cellular automaton, the probability of finding a correct solution is also substantially influenced by the arrangement style. The results show that the tile arrangement that may be considered as the simplest one does not have to necessarily be easily realisable by the genetic algorithm as a transition function for a cellular automaton.

Published
2015
Pages
1506-1513
Proceedings
2015 IEEE International Conference on Evolvable Systems (ICES)
Series
Proceedings of the 2015 IEEE Symposium Series on Computational Intelligence (SSCI)
Conference
IEEE Symposium Series on Computational Intelligence 2015, Cape Town, ZA
ISBN
978-1-4799-7560-0
Publisher
IEEE Computational Intelligence Society
Place
Cape Town, ZA
DOI
UT WoS
000380431500206
EID Scopus
BibTeX
@INPROCEEDINGS{FITPUB10924,
   author = "Michal Bidlo",
   title = "Investigation of Replicating Tiles in Cellular Automata Designed by Evolution Using Conditionally Matching Rules",
   pages = "1506--1513",
   booktitle = "2015 IEEE International Conference on Evolvable Systems (ICES)",
   series = "Proceedings of the 2015 IEEE Symposium Series on Computational Intelligence (SSCI)",
   year = 2015,
   location = "Cape Town, ZA",
   publisher = "IEEE Computational Intelligence Society",
   ISBN = "978-1-4799-7560-0",
   doi = "10.1109/SSCI.2015.213",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10924"
}
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