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 in | PLoS biology Vol. 8; no. 1; p. e1000292 |
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Main Authors | , |
Format | Journal Article |
Language | English |
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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. |
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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 |
Author_xml | – sequence: 1 givenname: Dario surname: Floreano fullname: Floreano, Dario email: Dario.Floreano@epfl.ch organization: Laboratory of Intelligent Systems, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland. Dario.Floreano@epfl.ch – 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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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 |
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Keywords | Biological Evolution Models, Theoretical Artificial Intelligence Selection, Genetic Neural Networks (Computer) |
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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 |
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