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Interacting Robots in an Artificial Evolutionary Ecosystem

Authors :
De Carlo, Matteo
Ferrante, Eliseo
Ellers, Jacintha
Meynen, Gerben
Eiben, A. E.
Pappa, Gisele
Giacobini, Mario
Vasicek, Zdenek
Artificial intelligence
Network Institute
Knowledge Representation and Reasoning
Artificial Intelligence (section level)
Amsterdam Institute for Life and Environment
Moral and Political Philosophy
CLUE+
Computational Intelligence
Psychiatry
Pappa, Gisele
Giacobini, Mario
Vasicek, Zdenek
Source :
Genetic Programming: 26th European Conference, EuroGP 2023, Held as Part of EvoStar 2023, Brno, Czech Republic, April 12–14, 2023, Proceedings, 339-354, STARTPAGE=339;ENDPAGE=354;TITLE=Genetic Programming, Genetic Programming-26th European Conference, EuroGP 2023, Held as Part of EvoStar 2023, Proceedings, 13986 LNCS, 339-354, Lecture Notes in Computer Science ISBN: 9783031295720, De Carlo, M, Ferrante, E, Ellers, J, Meynen, G & Eiben, A E 2023, Interacting Robots in an Artificial Evolutionary Ecosystem . in G Pappa, M Giacobini & Z Vasicek (eds), Genetic Programming : 26th European Conference, EuroGP 2023, Held as Part of EvoStar 2023, Brno, Czech Republic, April 12–14, 2023, Proceedings . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 13986 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 339-354, 6th European Conference on Genetic Programming, EuroGP 2023 held as part of EvoStar 2023, Brno, Czech Republic, 12/04/23 . https://doi.org/10.1007/978-3-031-29573-7_22
Publication Year :
2023
Publisher :
Springer Science and Business Media Deutschland GmbH, 2023.

Abstract

In Evolutionary Robotics where both body and brain are malleable, it is common practice to evaluate individuals in isolated environments. With the objective of implementing a more naturally plausible system, we designed a single interactive ecosystem for robots to be evaluated in. In this ecosystem robots are physically present and can interact each other and we implemented decentralized rules for mate selection and reproduction. To study the effects of evaluating robots in an interactive ecosystem has on evolution, we compare the evolutionary process with a more traditional, oracle–based approach. In our analysis, we observe how the different approach has a substantial impact on the final behaviour and morphology of the robots, while maintaining decent fitness performance.

Details

Language :
English
ISBN :
978-3-031-29572-0
ISBNs :
9783031295720
Database :
OpenAIRE
Journal :
Genetic Programming: 26th European Conference, EuroGP 2023, Held as Part of EvoStar 2023, Brno, Czech Republic, April 12–14, 2023, Proceedings, 339-354, STARTPAGE=339;ENDPAGE=354;TITLE=Genetic Programming, Genetic Programming-26th European Conference, EuroGP 2023, Held as Part of EvoStar 2023, Proceedings, 13986 LNCS, 339-354, Lecture Notes in Computer Science ISBN: 9783031295720, De Carlo, M, Ferrante, E, Ellers, J, Meynen, G & Eiben, A E 2023, Interacting Robots in an Artificial Evolutionary Ecosystem . in G Pappa, M Giacobini & Z Vasicek (eds), Genetic Programming : 26th European Conference, EuroGP 2023, Held as Part of EvoStar 2023, Brno, Czech Republic, April 12–14, 2023, Proceedings . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 13986 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 339-354, 6th European Conference on Genetic Programming, EuroGP 2023 held as part of EvoStar 2023, Brno, Czech Republic, 12/04/23 . https://doi.org/10.1007/978-3-031-29573-7_22
Accession number :
edsair.doi.dedup.....6be51533e281d3b77758a36a549b6fd3