Detail publikačního výsledku

Evolution of Cellular Automata Development Using Various Representations

BIDLO, M.

Originální název

Evolution of Cellular Automata Development Using Various Representations

Anglický název

Evolution of Cellular Automata Development Using Various Representations

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

This paper introduces a comparative summary regarding evolution of multistate cellular automata by means of various representations of transition functions. In particular, a conventional table-based representation and an advanced approach using Conditionally Matching Rules is applied. The French flag development from a seed is considered as a case study task. The results show some remarkable differences in the cellular automata behaviour which is evidently caused by the representation used. This includes the issue of emergence of the pattern from chaotic state or rather its systematic construction, stability of the pattern and limitation of its successful development to fixed-size automata only. The comparison of these results is enabled by using a custom variant of genetic algorithm that provides working solutions of this task using both representations of the transition function.

Anglický abstrakt

This paper introduces a comparative summary regarding evolution of multistate cellular automata by means of various representations of transition functions. In particular, a conventional table-based representation and an advanced approach using Conditionally Matching Rules is applied. The French flag development from a seed is considered as a case study task. The results show some remarkable differences in the cellular automata behaviour which is evidently caused by the representation used. This includes the issue of emergence of the pattern from chaotic state or rather its systematic construction, stability of the pattern and limitation of its successful development to fixed-size automata only. The comparison of these results is enabled by using a custom variant of genetic algorithm that provides working solutions of this task using both representations of the transition function.

Klíčová slova

cellular automaton; transition function; development; evolutionary algorithm

Klíčová slova v angličtině

cellular automaton; transition function; development; evolutionary algorithm

Autoři

BIDLO, M.

Rok RIV

2020

Vydáno

13.07.2019

Nakladatel

Association for Computing Machinery

Místo

Praha

ISBN

978-1-4503-6748-6

Kniha

GECCO '19 Proceedings of the Genetic and Evolutionary Computation Conference Companion

Strany od

107

Strany do

108

Strany počet

2

URL

BibTex

@inproceedings{BUT158073,
  author="Michal {Bidlo}",
  title="Evolution of Cellular Automata Development Using Various Representations",
  booktitle="GECCO '19 Proceedings of the Genetic and Evolutionary Computation Conference Companion",
  year="2019",
  pages="107--108",
  publisher="Association for Computing Machinery",
  address="Praha",
  doi="10.1145/3319619.3321881",
  isbn="978-1-4503-6748-6",
  url="https://dl.acm.org/citation.cfm?id=3321881"
}

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