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Evolving Structures in Complex Systems

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F19%3A00336939" target="_blank" >RIV/68407700:21730/19:00336939 - isvavai.cz</a>

  • Result on the web

    <a href="https://doi.org/10.1109/SSCI44817.2019.9002840" target="_blank" >https://doi.org/10.1109/SSCI44817.2019.9002840</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1109/SSCI44817.2019.9002840" target="_blank" >10.1109/SSCI44817.2019.9002840</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Evolving Structures in Complex Systems

  • Original language description

    In this paper, we propose an approach for measuring growth of complexity of emerging patterns in complex systems such as cellular automata. We discuss several ways how a metric for measuring the complexity growth can be defined. This includes approaches based on compression algorithms and artificial neural networks. We believe such a metric can be useful for designing systems that could exhibit open-ended evolution, which itself might be a prerequisite for the development of general artificial intelligence. We conduct experiments on 1 D and 2D grid worlds and demonstrate that using the proposed metric we can automatically construct computational models with emerging properties similar to those found in Conway’s Game of Life, as well as many other emergent phenomena. Interestingly, some of the patterns we observe resemble forms of artificial life. Our metric of structural complexity growth can be applied to a wide range of complex systems, as it is not limited to cellular automata.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Result continuities

  • Project

    <a href="/en/project/EF15_003%2F0000468" target="_blank" >EF15_003/0000468: Intelligent Machine Perception</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2019

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    2019 IEEE Symposium Series on Computational Intelligence, SSCI 2019

  • ISBN

    9781728124858

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    230-237

  • Publisher name

    Institute of Electrical and Electronics Engineers, Inc.

  • Place of publication

  • Event location

    Xiamen

  • Event date

    Dec 6, 2019

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000555467200033