Search Space Analysis of Evolvable Robot Morphologies

Created by W.Langdon from gp-bibliography.bib Revision:1.8010

@InProceedings{Miras:2018:evoApplications,

• author = "Karine Miras and Evert Haasdijk and Kyrre Glette and A. E. Eiben",
• title = "Search Space Analysis of Evolvable Robot Morphologies",
• booktitle = "21st International Conference on the Applications of Evolutionary Computation, EvoROBOT 2018",
• year = "2018",
• editor = "Kyrre Glette and Julien Hubert",
• series = "LNCS",
• volume = "10784",
• publisher = "Springer",
• pages = "703--718",
• address = "Parma, Italy",
• month = "4-6 " # apr,
• organisation = "Species",
• keywords = "genetic algorithms, genetic programming, Modular robots, Evolutionary Robotics, Morphology, Generative encoding, Novelty search",
• isbn13 = "978-3-319-77537-1",
• DOI = "doi:10.1007/978-3-319-77538-8_47",
• abstract = "We present a study on morphological traits of evolved modular robots. We note that the evolutionary search space, the set of obtainable morphologies, depends on the given representation and reproduction operators and we propose a framework to assess morphological traits in this search space regardless of a specific environment and/or task. To this end, we present eight quantifiable morphological descriptors and a generic novelty search algorithm to produce a diverse set of morphologies for any given representation. With this machinery, we perform a comparison between a direct encoding and a generative encoding. The results demonstrate that our framework permits to find a very diverse set of bodies, allowing a morphological diversity investigation. Furthermore, the analysis showed that despite the high levels of diversity, a bias to certain traits in the population was detected. Surprisingly, the two encoding methods showed no significant difference in the diversity levels of the evolved morphologies or their morphological traits.",
• notes = "EvoApplications2018 held in conjunction with EuroGP'2018 EvoCOP2018 and EvoMusArt2018 http://www.evostar.org/2018/cfp_evoapps.php",

}

Genetic Programming entries for Karine da Silva Miras de Araujo Evert Haasdijk Kyrre Harald Glette Gusz Eiben

Citations