Evolving controllers for high-level applications on a service robot: a case study with exhibition visitor flow control
Created by W.Langdon from
gp-bibliography.bib Revision:1.8051
- @Article{Fukunaga:2012:GPEM,
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author = "Alex Fukunaga and Hideru Hiruma and Kazuki Komiya and
Hitoshi Iba",
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title = "Evolving controllers for high-level applications on a
service robot: a case study with exhibition visitor
flow control",
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journal = "Genetic Programming and Evolvable Machines",
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year = "2012",
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volume = "13",
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number = "2",
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pages = "239--263",
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month = jun,
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keywords = "genetic algorithms, genetic programming, Evolutionary
robotics, Service robotics Applications",
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ISSN = "1389-2576",
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DOI = "doi:10.1007/s10710-011-9152-3",
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size = "25 pages",
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abstract = "We investigate the application of simulation-based
genetic programming to evolve controllers that perform
high-level tasks on a service robot. As a case study,
we synthesise a controller for a guide robot that
manages the visitor traffic flow in an exhibition space
in order to maximise the enjoyment of the visitors. We
used genetic programming in a low-fidelity simulation
to evolve a controller for this task, which was then
transferred to a service robot. An experimental
evaluation of the evolved controller in both simulation
and on the actual service robot shows that it performs
well compared to hand-coded heuristics, and performs
comparably to a human operator.",
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affiliation = "The University of Tokyo, Tokyo, Japan",
- }
Genetic Programming entries for
Alex S Fukunaga
Hideru Hiruma
Kazuki Komiya
Hitoshi Iba
Citations