Interacting Robots in an Artificial Evolutionary Ecosystem

Matteo De Carlo, Eliseo Ferrante, Jacintha Ellers, Gerben Meynen, A. E. Eiben

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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.

Original languageEnglish (US)
Title of host publicationGenetic Programming - 26th European Conference, EuroGP 2023, Held as Part of EvoStar 2023, Proceedings
EditorsGisele Pappa, Mario Giacobini, Zdenek Vasicek
PublisherSpringer Science and Business Media Deutschland GmbH
Pages339-354
Number of pages16
ISBN (Print)9783031295720
DOIs
StatePublished - 2023
Event6th European Conference on Genetic Programming, EuroGP 2023 held as part of EvoStar 2023 - Brno, Czech Republic
Duration: Apr 12 2023Apr 14 2023

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume13986 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference6th European Conference on Genetic Programming, EuroGP 2023 held as part of EvoStar 2023
Country/TerritoryCzech Republic
CityBrno
Period4/12/234/14/23

Keywords

  • Artificial Ecosystem
  • Evolutionary Computing
  • Evolutionary Robotics
  • Interactive Robot Ecosystem
  • Robot Interaction

ASJC Scopus subject areas

  • Theoretical Computer Science
  • General Computer Science

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