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Breaking of the Trade-Off Principle between Computational Universality and Efficiency by Asynchronous Updating
Although natural and bioinspired computing has developed significantly, the relationship between the computational universality and efficiency beyond the Turing machine has not been studied in detail. Here, we investigate how asynchronous updating can contribute to the universal and efficient comput...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597122/ https://www.ncbi.nlm.nih.gov/pubmed/33286818 http://dx.doi.org/10.3390/e22091049 |
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author | Gunji, Yukio-Pegio Uragami, Daisuke |
author_facet | Gunji, Yukio-Pegio Uragami, Daisuke |
author_sort | Gunji, Yukio-Pegio |
collection | PubMed |
description | Although natural and bioinspired computing has developed significantly, the relationship between the computational universality and efficiency beyond the Turing machine has not been studied in detail. Here, we investigate how asynchronous updating can contribute to the universal and efficient computation in cellular automata (CA). First, we define the computational universality and efficiency in CA and show that there is a trade-off relation between the universality and efficiency in CA implemented in synchronous updating. Second, we introduce asynchronous updating in CA and show that asynchronous updating can break the trade-off found in synchronous updating. Our finding spells out the significance of asynchronous updating or the timing of computation in robust and efficient computation. |
format | Online Article Text |
id | pubmed-7597122 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75971222020-11-09 Breaking of the Trade-Off Principle between Computational Universality and Efficiency by Asynchronous Updating Gunji, Yukio-Pegio Uragami, Daisuke Entropy (Basel) Article Although natural and bioinspired computing has developed significantly, the relationship between the computational universality and efficiency beyond the Turing machine has not been studied in detail. Here, we investigate how asynchronous updating can contribute to the universal and efficient computation in cellular automata (CA). First, we define the computational universality and efficiency in CA and show that there is a trade-off relation between the universality and efficiency in CA implemented in synchronous updating. Second, we introduce asynchronous updating in CA and show that asynchronous updating can break the trade-off found in synchronous updating. Our finding spells out the significance of asynchronous updating or the timing of computation in robust and efficient computation. MDPI 2020-09-19 /pmc/articles/PMC7597122/ /pubmed/33286818 http://dx.doi.org/10.3390/e22091049 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Gunji, Yukio-Pegio Uragami, Daisuke Breaking of the Trade-Off Principle between Computational Universality and Efficiency by Asynchronous Updating |
title | Breaking of the Trade-Off Principle between Computational Universality and Efficiency by Asynchronous Updating |
title_full | Breaking of the Trade-Off Principle between Computational Universality and Efficiency by Asynchronous Updating |
title_fullStr | Breaking of the Trade-Off Principle between Computational Universality and Efficiency by Asynchronous Updating |
title_full_unstemmed | Breaking of the Trade-Off Principle between Computational Universality and Efficiency by Asynchronous Updating |
title_short | Breaking of the Trade-Off Principle between Computational Universality and Efficiency by Asynchronous Updating |
title_sort | breaking of the trade-off principle between computational universality and efficiency by asynchronous updating |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597122/ https://www.ncbi.nlm.nih.gov/pubmed/33286818 http://dx.doi.org/10.3390/e22091049 |
work_keys_str_mv | AT gunjiyukiopegio breakingofthetradeoffprinciplebetweencomputationaluniversalityandefficiencybyasynchronousupdating AT uragamidaisuke breakingofthetradeoffprinciplebetweencomputationaluniversalityandefficiencybyasynchronousupdating |