Effects of environmental conditions on evolved robot morphologies and behavior

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

Abstract

This paper studies the effects of different environments on morphological and behavioral properties of evolving populations of modular robots. To assess these properties, a set of morphological and behavioral descriptors was defined and the evolving population mapped in this multi-dimensional space. Surprisingly, the results show that seemingly distinct environments can lead to the same regions of this space, i.e., evolution can produce the same kind of morphologies/behaviors under conditions that humans perceive as quite different. These experiments indicate that demonstrating the 'ground truth' of evolution stating the firm impact of the environment on evolved morphologies is harder in evolutionary robotics than usually assumed.

Original languageEnglish
Title of host publicationGECCO 2019 - Proceedings of the 2019 Genetic and Evolutionary Computation Conference
PublisherAssociation for Computing Machinery, Inc
Pages125-132
Number of pages8
ISBN (Electronic)9781450361118
DOIs
Publication statusPublished - 13 Jul 2019
Event2019 Genetic and Evolutionary Computation Conference, GECCO 2019 - Prague, Czech Republic
Duration: 13 Jul 201917 Jul 2019

Conference

Conference2019 Genetic and Evolutionary Computation Conference, GECCO 2019
CountryCzech Republic
CityPrague
Period13/07/1917/07/19

Fingerprint

Robot
Modular robots
Robots
Evolutionary Robotics
Robotics
Descriptors
Distinct
Experiments
Experiment
Truth
Human

Keywords

  • Environment
  • Evolutionary robotics
  • Evolvable morphologies
  • Generative encoding

Cite this

Miras, K., & Eiben, A. E. (2019). Effects of environmental conditions on evolved robot morphologies and behavior. In GECCO 2019 - Proceedings of the 2019 Genetic and Evolutionary Computation Conference (pp. 125-132). Association for Computing Machinery, Inc. https://doi.org/10.1145/3321707.3321811
Miras, Karine ; Eiben, A. E. / Effects of environmental conditions on evolved robot morphologies and behavior. GECCO 2019 - Proceedings of the 2019 Genetic and Evolutionary Computation Conference. Association for Computing Machinery, Inc, 2019. pp. 125-132
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Miras, K & Eiben, AE 2019, Effects of environmental conditions on evolved robot morphologies and behavior. in GECCO 2019 - Proceedings of the 2019 Genetic and Evolutionary Computation Conference. Association for Computing Machinery, Inc, pp. 125-132, 2019 Genetic and Evolutionary Computation Conference, GECCO 2019, Prague, Czech Republic, 13/07/19. https://doi.org/10.1145/3321707.3321811

Effects of environmental conditions on evolved robot morphologies and behavior. / Miras, Karine; Eiben, A. E.

GECCO 2019 - Proceedings of the 2019 Genetic and Evolutionary Computation Conference. Association for Computing Machinery, Inc, 2019. p. 125-132.

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

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Miras K, Eiben AE. Effects of environmental conditions on evolved robot morphologies and behavior. In GECCO 2019 - Proceedings of the 2019 Genetic and Evolutionary Computation Conference. Association for Computing Machinery, Inc. 2019. p. 125-132 https://doi.org/10.1145/3321707.3321811