Literature DB >> 17709174

How (not) to model autonomous behaviour.

Ezequiel A Di Paolo1, Hiroyuki Iizuka.   

Abstract

Autonomous systems are the result of self-sustaining processes of constitution of an identity under precarious circumstances. They may transit through different modes of dynamical engagement with their environment, from committed ongoing coping to open susceptibility to external demands. This paper discusses these two statements and presents examples of models of autonomous behaviour using methods in evolutionary robotics. A model of an agent capable of issuing self-instructions demonstrates the fragility of modelling autonomy as a function rather than as a property of a system's organization. An alternative model of behavioural preference based on homeostatic adaptation avoids this problem by establishing a mutual constraining between lower-level processes (neural dynamics and sensorimotor interaction) and higher-level metadynamics (experience-dependent, homeostatic triggering of local plasticity and re-organization). The results of these models are lessons about how strong autonomy should be approached: neither as a function, nor as a matter of external vs. internal determination.

Mesh:

Year:  2007        PMID: 17709174     DOI: 10.1016/j.biosystems.2007.05.016

Source DB:  PubMed          Journal:  Biosystems        ISSN: 0303-2647            Impact factor:   1.973


  5 in total

1.  Learning to perceive in the sensorimotor approach: Piaget's theory of equilibration interpreted dynamically.

Authors:  Ezequiel Alejandro Di Paolo; Xabier E Barandiaran; Michael Beaton; Thomas Buhrmann
Journal:  Front Hum Neurosci       Date:  2014-07-30       Impact factor: 3.169

2.  Self-organized criticality, plasticity and sensorimotor coupling. Explorations with a neurorobotic model in a behavioural preference task.

Authors:  Miguel Aguilera; Xabier E Barandiaran; Manuel G Bedia; Francisco Seron
Journal:  PLoS One       Date:  2015-02-23       Impact factor: 3.240

3.  Extended Neural Metastability in an Embodied Model of Sensorimotor Coupling.

Authors:  Miguel Aguilera; Manuel G Bedia; Xabier E Barandiaran
Journal:  Front Syst Neurosci       Date:  2016-09-23

4.  Minimalist approach to perceptual interactions.

Authors:  Charles Lenay; John Stewart
Journal:  Front Hum Neurosci       Date:  2012-05-09       Impact factor: 3.169

5.  The body social: an enactive approach to the self.

Authors:  Miriam Kyselo
Journal:  Front Psychol       Date:  2014-09-12
  5 in total

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