Evolution of adaptive behaviour in robots by means of Darwinian selection

  [...]the robot's neural networks had a simple architecture with no synaptic plasticity, no ontogenetic development, and no detailed modelling of ion channels and spike transmission. [...]the genomes were directly mapped into the neural network (i.e., no gene-to-gene interaction, time-dependen...

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Published inPLoS biology Vol. 8; no. 1; p. e1000292
Main Authors Floreano, Dario, Keller, Laurent
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 01.01.2010
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Abstract   [...]the robot's neural networks had a simple architecture with no synaptic plasticity, no ontogenetic development, and no detailed modelling of ion channels and spike transmission. [...]the genomes were directly mapped into the neural network (i.e., no gene-to-gene interaction, time-dependent dynamics, or ontogenetic plasticity). [...]simulations allow one to conduct selection with a large number of individuals over many generations.\n The use of real robot features are particularly useful in an evolutionary perspective where behaviour and ensuing complex physical interactions can significantly affect the interaction with the environment and performance. [...]evolutionary robotics also offers new opportunities to address issues such as sexual selection, division of labour, speciation, and, in general, the open-ended evolution of diversity and complexity in behavioural systems.
AbstractList   [...]the robot's neural networks had a simple architecture with no synaptic plasticity, no ontogenetic development, and no detailed modelling of ion channels and spike transmission. [...]the genomes were directly mapped into the neural network (i.e., no gene-to-gene interaction, time-dependent dynamics, or ontogenetic plasticity). [...]simulations allow one to conduct selection with a large number of individuals over many generations.\n The use of real robot features are particularly useful in an evolutionary perspective where behaviour and ensuing complex physical interactions can significantly affect the interaction with the environment and performance. [...]evolutionary robotics also offers new opportunities to address issues such as sexual selection, division of labour, speciation, and, in general, the open-ended evolution of diversity and complexity in behavioural systems.
Author Keller, Laurent
Floreano, Dario
AuthorAffiliation 2 Department of Ecology and Evolution, University of Lausanne, Biophore, Lausanne, Switzerland
1 Laboratory of Intelligent Systems, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
AuthorAffiliation_xml – name: 2 Department of Ecology and Evolution, University of Lausanne, Biophore, Lausanne, Switzerland
– name: 1 Laboratory of Intelligent Systems, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
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  surname: Floreano
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– sequence: 2
  givenname: Laurent
  surname: Keller
  fullname: Keller, Laurent
BackLink https://www.ncbi.nlm.nih.gov/pubmed/20126252$$D View this record in MEDLINE/PubMed
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ContentType Journal Article
Copyright Floreano, Keller. 2010
2010 Floreano, Keller. 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 credited: Floreano D, Keller L (2010) Evolution of Adaptive Behaviour in Robots by Means of Darwinian Selection. PLoS Biol 8(1): e1000292. doi:10.1371/journal.pbio.1000292
Copyright_xml – notice: Floreano, Keller. 2010
– notice: 2010 Floreano, Keller. 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 credited: Floreano D, Keller L (2010) Evolution of Adaptive Behaviour in Robots by Means of Darwinian Selection. PLoS Biol 8(1): e1000292. doi:10.1371/journal.pbio.1000292
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Issue 1
Keywords Biological Evolution
Models, Theoretical
Artificial Intelligence
Selection, Genetic
Neural Networks (Computer)
Language English
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Snippet   [...]the robot's neural networks had a simple architecture with no synaptic plasticity, no ontogenetic development, and no detailed modelling of ion channels...
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SubjectTerms Artificial Intelligence
Biological Evolution
Computer Science/Systems and Control Theory
Ecology/Behavioral Ecology
Ecology/Evolutionary Ecology
Evolutionary Biology
Evolutionary Biology/Animal Behavior
Evolutionary Biology/Evolutionary Ecology
Models, Theoretical
Mutation
Neural networks
Neural Networks (Computer)
Robots
Selection, Genetic
Studies
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Title Evolution of adaptive behaviour in robots by means of Darwinian selection
URI https://www.ncbi.nlm.nih.gov/pubmed/20126252
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