Exploring Proprioceptive Feedback in the Evolution of Modular Robots

Babak Hosseinkhani Kargar*, Karine Miras, A. E. Eiben

*Corresponding author for this work

Research output: Chapter in Book / Report / Conference proceedingConference contributionAcademicpeer-review

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Abstract

We investigate an evolvable robot system where the body provides proprioceptive sensory signals to the controller (brain) about the positions of the joints. The key aspect we consider is whether all joints should be sensed or if sensing fewer joints would be better. We research this matter based on a test suite of twenty-two robots with various shapes and sizes and implement a system where the controller and the sensory signal system evolve together. Experiments with this system show that the evolved solutions use signals only from a fraction of the joints (25–51%) and perform better than the baseline, where all signals are used. This effect was observed across the majority of the test suite.

Original languageEnglish
Title of host publicationParallel Problem Solving from Nature – PPSN XVIII
Subtitle of host publication18th International Conference, PPSN 2024, Hagenberg, Austria, September 14–18, 2024, Proceedings, Part III
EditorsMichael Affenzeller, Stephan M. Winkler, Anna V. Kononova, Thomas Bäck, Heike Trautmann, Tea Tušar, Penousal Machado
PublisherSpringer Science and Business Media Deutschland GmbH
Pages405-418
Number of pages14
Volume3
ISBN (Electronic)9783031700712
ISBN (Print)9783031700705
DOIs
Publication statusPublished - 2024
Event18th International Conference on Parallel Problem Solving from Nature, PPSN 2024 - Hagenberg, Austria
Duration: 14 Sept 202418 Sept 2024

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
PublisherSpringer
Volume15150 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349
NamePPSN: International Conference on Parallel Problem Solving from Nature
PublisherSpringer
Volume2024

Conference

Conference18th International Conference on Parallel Problem Solving from Nature, PPSN 2024
Country/TerritoryAustria
CityHagenberg
Period14/09/2418/09/24

Bibliographical note

Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.

Keywords

  • Efficiency
  • Evolutionary Robotics
  • Proprioception

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