Skip to main content
Erschienen in: Natural Computing 3/2020

17.05.2019

A class of discrete dynamical systems with properties of both cellular automata and L-systems

verfasst von: Roderick Edwards, Aude Maignan

Erschienen in: Natural Computing | Ausgabe 3/2020

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

We introduce and explore a type of discrete dynamic system inheriting some properties of both cellular automata (CA) and L-systems. Originally suggested by Jean Della Dora, and thus called DEM-systems after him and the two current authors, these systems can have the structural flexibility of an L-system as well as algebraic properties of CA. They are defined as sequences on a one-dimensional loop with rules governing dynamics in which new sites can be created, depending on the states of a neighbourhood of sites, and complex behaviour can be generated. Although the definition of DEM-systems is quite broad, we define some subclasses, for which more complete results can be obtained. For example, we define an additive subclass, for which algebraic results on asymptotic growth are possible, and an elementary class of particularly simple rules, for which nevertheless impressive complexity is achievable. Unlike for CA, finite initial sequences can produce positive spatial entropy over time. However, even in cases where the entropy is zero, considerable complexity is possible, especially when the sequence length grows to infinity, and we demonstrate and study behaviours of DEM-systems including fragmentation of sequences, self-reproducing patterns, self-similar but irregular patterns, patterns that not only produce new sites but produce producers of new sites, and sequences whose growth rate is sublinear, linear, quadratic, cubic, or exponential. The most complex behaviour from small finite initial conditions and the simplest class of rules appear to have positive entropy, a suggestion for which we have so far only stong numerical evidence, though we present a proof for these ‘elementary’ DEM-systems that entropy cannot reach the theoretical maximum of 1.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Arcuri A, Lanchier N (2017) Stochastic spatial model for the division of labor in social insects. Math Models Methods Appl Sci 27:45–73MathSciNetCrossRef Arcuri A, Lanchier N (2017) Stochastic spatial model for the division of labor in social insects. Math Models Methods Appl Sci 27:45–73MathSciNetCrossRef
Zurück zum Zitat Baetens JM, De Baets B (2010) Phenomenological study of irregular cellular automata based on Lyapunov exponents and Jacobians. Chaos 20:033112MathSciNetCrossRef Baetens JM, De Baets B (2010) Phenomenological study of irregular cellular automata based on Lyapunov exponents and Jacobians. Chaos 20:033112MathSciNetCrossRef
Zurück zum Zitat Bagnoli F, Rechtman R, Ruffo S (1992) Damage spreading and Lyapunov exponents in cellular automata. Phys Lett A 172:34–38CrossRef Bagnoli F, Rechtman R, Ruffo S (1992) Damage spreading and Lyapunov exponents in cellular automata. Phys Lett A 172:34–38CrossRef
Zurück zum Zitat Berman A, Plemmons RJ (1994) Nonnegative matrices in the mathematical sciences. SIAM, PhiladelphiaCrossRef Berman A, Plemmons RJ (1994) Nonnegative matrices in the mathematical sciences. SIAM, PhiladelphiaCrossRef
Zurück zum Zitat Bohun CS, Carruthers SJ, Edwards R, Illner R (2003) Generic emergence of cognitive behaviour in self-generating neural networks. Nonlinear Dyn Syst Theory 3:43–63MathSciNetMATH Bohun CS, Carruthers SJ, Edwards R, Illner R (2003) Generic emergence of cognitive behaviour in self-generating neural networks. Nonlinear Dyn Syst Theory 3:43–63MathSciNetMATH
Zurück zum Zitat Camarinha-Matos LM, Afsarmanesh H (2004) Emerging behavior in complex collaborative networks. In: Camarinha-Matos LM, Afsarmanesh H (eds) Collaborative networked organizations. Springer, Berlin, pp 229–236CrossRef Camarinha-Matos LM, Afsarmanesh H (2004) Emerging behavior in complex collaborative networks. In: Camarinha-Matos LM, Afsarmanesh H (eds) Collaborative networked organizations. Springer, Berlin, pp 229–236CrossRef
Zurück zum Zitat Dennunzio A, Di Lena P, Formenti E, Margara L (2013) Periodic orbits and dynamical complexity in cellular automata. Fundam Inform 126:183–199MathSciNetCrossRef Dennunzio A, Di Lena P, Formenti E, Margara L (2013) Periodic orbits and dynamical complexity in cellular automata. Fundam Inform 126:183–199MathSciNetCrossRef
Zurück zum Zitat Dorogovtsev SN, Goltsev AV, Mendes JFF (2008) Critical phenomena in complex networks. Rev Mod Phys 80:1275–1335CrossRef Dorogovtsev SN, Goltsev AV, Mendes JFF (2008) Critical phenomena in complex networks. Rev Mod Phys 80:1275–1335CrossRef
Zurück zum Zitat Dorogovtsev SN, Mendes JFF (2003) Evolution of networks. Oxford University Press, OxfordCrossRef Dorogovtsev SN, Mendes JFF (2003) Evolution of networks. Oxford University Press, OxfordCrossRef
Zurück zum Zitat Edwards R, Maignan A (2014) Complex self-reproducing systems. In: Sanayei A, Zelinka I, Rossler O (eds) ISCS 2013: interdisciplinary symposium on complex systems. emergence, complexity and computation. Springer, Berlin, pp 65–76 Edwards R, Maignan A (2014) Complex self-reproducing systems. In: Sanayei A, Zelinka I, Rossler O (eds) ISCS 2013: interdisciplinary symposium on complex systems. emergence, complexity and computation. Springer, Berlin, pp 65–76
Zurück zum Zitat Edwards R, Maignan A (2016) DEM-systems: a new type of adaptive system. In: Exploratory papers of automata 2016, 22nd international workshop on cellular autmomata and discrete complex systems, Zurich, June 2016 Edwards R, Maignan A (2016) DEM-systems: a new type of adaptive system. In: Exploratory papers of automata 2016, 22nd international workshop on cellular autmomata and discrete complex systems, Zurich, June 2016
Zurück zum Zitat Hall ME, Mohtaram NK, Willerth SM, Edwards R (2017) Modeling the behavior of human induced pluripotent stem cells seeded on melt electrospun scaffolds. J Biomed Eng 11:38 Hall ME, Mohtaram NK, Willerth SM, Edwards R (2017) Modeling the behavior of human induced pluripotent stem cells seeded on melt electrospun scaffolds. J Biomed Eng 11:38
Zurück zum Zitat Martin O, Odlyzko AM, Wolfram S (1984) Algebraic properties of cellular automata. Commun Math Phys 93:219–258MathSciNetCrossRef Martin O, Odlyzko AM, Wolfram S (1984) Algebraic properties of cellular automata. Commun Math Phys 93:219–258MathSciNetCrossRef
Zurück zum Zitat Prusinkiewicz P, Lindenmayer A (1996) The algorithmic beauty of plants. Springer, BerlinMATH Prusinkiewicz P, Lindenmayer A (1996) The algorithmic beauty of plants. Springer, BerlinMATH
Zurück zum Zitat Samaya H, Pestov I, Schmidt J, Bush BJ, Wong C, Yamanoi J, Gross T (2013) Modeling complex systems with adaptive networks. Comput Math Appl 65:1645–1664MathSciNetCrossRef Samaya H, Pestov I, Schmidt J, Bush BJ, Wong C, Yamanoi J, Gross T (2013) Modeling complex systems with adaptive networks. Comput Math Appl 65:1645–1664MathSciNetCrossRef
Zurück zum Zitat Spicher A, Michel O, Giavitto JL (2011) Interaction-based simulations for integrative spatial systems biology. In: Dubitzky W, Southgate J, Fuss H (eds) Understanding the dynamics of biological systems. Springer, Berlin, pp 195–231CrossRef Spicher A, Michel O, Giavitto JL (2011) Interaction-based simulations for integrative spatial systems biology. In: Dubitzky W, Southgate J, Fuss H (eds) Understanding the dynamics of biological systems. Springer, Berlin, pp 195–231CrossRef
Zurück zum Zitat Spratt ER (1911) Some observations on the life cycle of Anabaena Cycadeae. Ann Bot 25:369–379CrossRef Spratt ER (1911) Some observations on the life cycle of Anabaena Cycadeae. Ann Bot 25:369–379CrossRef
Zurück zum Zitat Stauffer A, Sipper M (1998) On the relationship between cellular automata and L-systems: the self-replication case. Phys D 116:71–80MathSciNetCrossRef Stauffer A, Sipper M (1998) On the relationship between cellular automata and L-systems: the self-replication case. Phys D 116:71–80MathSciNetCrossRef
Zurück zum Zitat Sutner K (2009) Classification of cellular automata. In: Meyers RA (ed) Encyclopedia of complexity and system science. Springer, Berlin, pp 755–768CrossRef Sutner K (2009) Classification of cellular automata. In: Meyers RA (ed) Encyclopedia of complexity and system science. Springer, Berlin, pp 755–768CrossRef
Zurück zum Zitat Wolfram S (1984) Cellular automata as models of complexity. Nature 311:419–424CrossRef Wolfram S (1984) Cellular automata as models of complexity. Nature 311:419–424CrossRef
Zurück zum Zitat Wolfram S (2002) A new kind of science. Wolfram Media, ChampaignMATH Wolfram S (2002) A new kind of science. Wolfram Media, ChampaignMATH
Metadaten
Titel
A class of discrete dynamical systems with properties of both cellular automata and L-systems
verfasst von
Roderick Edwards
Aude Maignan
Publikationsdatum
17.05.2019
Verlag
Springer Netherlands
Erschienen in
Natural Computing / Ausgabe 3/2020
Print ISSN: 1567-7818
Elektronische ISSN: 1572-9796
DOI
https://doi.org/10.1007/s11047-019-09739-5

Weitere Artikel der Ausgabe 3/2020

Natural Computing 3/2020 Zur Ausgabe