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Complex Processes from Dynamical Architectures with Time-Scale Hierarchy

The idea that complex motor, perceptual, and cognitive behaviors are composed of smaller units, which are somehow brought into a meaningful relation, permeates the biological and life sciences. However, no principled framework defining the constituent elementary processes has been developed to this...

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Detalles Bibliográficos
Autores principales: Perdikis, Dionysios, Huys, Raoul, Jirsa, Viktor
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3037373/
https://www.ncbi.nlm.nih.gov/pubmed/21347363
http://dx.doi.org/10.1371/journal.pone.0016589
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author Perdikis, Dionysios
Huys, Raoul
Jirsa, Viktor
author_facet Perdikis, Dionysios
Huys, Raoul
Jirsa, Viktor
author_sort Perdikis, Dionysios
collection PubMed
description The idea that complex motor, perceptual, and cognitive behaviors are composed of smaller units, which are somehow brought into a meaningful relation, permeates the biological and life sciences. However, no principled framework defining the constituent elementary processes has been developed to this date. Consequently, functional configurations (or architectures) relating elementary processes and external influences are mostly piecemeal formulations suitable to particular instances only. Here, we develop a general dynamical framework for distinct functional architectures characterized by the time-scale separation of their constituents and evaluate their efficiency. Thereto, we build on the (phase) flow of a system, which prescribes the temporal evolution of its state variables. The phase flow topology allows for the unambiguous classification of qualitatively distinct processes, which we consider to represent the functional units or modes within the dynamical architecture. Using the example of a composite movement we illustrate how different architectures can be characterized by their degree of time scale separation between the internal elements of the architecture (i.e. the functional modes) and external interventions. We reveal a tradeoff of the interactions between internal and external influences, which offers a theoretical justification for the efficient composition of complex processes out of non-trivial elementary processes or functional modes.
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spelling pubmed-30373732011-02-23 Complex Processes from Dynamical Architectures with Time-Scale Hierarchy Perdikis, Dionysios Huys, Raoul Jirsa, Viktor PLoS One Research Article The idea that complex motor, perceptual, and cognitive behaviors are composed of smaller units, which are somehow brought into a meaningful relation, permeates the biological and life sciences. However, no principled framework defining the constituent elementary processes has been developed to this date. Consequently, functional configurations (or architectures) relating elementary processes and external influences are mostly piecemeal formulations suitable to particular instances only. Here, we develop a general dynamical framework for distinct functional architectures characterized by the time-scale separation of their constituents and evaluate their efficiency. Thereto, we build on the (phase) flow of a system, which prescribes the temporal evolution of its state variables. The phase flow topology allows for the unambiguous classification of qualitatively distinct processes, which we consider to represent the functional units or modes within the dynamical architecture. Using the example of a composite movement we illustrate how different architectures can be characterized by their degree of time scale separation between the internal elements of the architecture (i.e. the functional modes) and external interventions. We reveal a tradeoff of the interactions between internal and external influences, which offers a theoretical justification for the efficient composition of complex processes out of non-trivial elementary processes or functional modes. Public Library of Science 2011-02-10 /pmc/articles/PMC3037373/ /pubmed/21347363 http://dx.doi.org/10.1371/journal.pone.0016589 Text en Perdikis et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Perdikis, Dionysios
Huys, Raoul
Jirsa, Viktor
Complex Processes from Dynamical Architectures with Time-Scale Hierarchy
title Complex Processes from Dynamical Architectures with Time-Scale Hierarchy
title_full Complex Processes from Dynamical Architectures with Time-Scale Hierarchy
title_fullStr Complex Processes from Dynamical Architectures with Time-Scale Hierarchy
title_full_unstemmed Complex Processes from Dynamical Architectures with Time-Scale Hierarchy
title_short Complex Processes from Dynamical Architectures with Time-Scale Hierarchy
title_sort complex processes from dynamical architectures with time-scale hierarchy
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3037373/
https://www.ncbi.nlm.nih.gov/pubmed/21347363
http://dx.doi.org/10.1371/journal.pone.0016589
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