Tree-structure-aware GP operators for automatic gait generation of quadruped robot
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gp-bibliography.bib Revision:1.8120
- @InProceedings{DBLP:conf/gecco/SeoHG09,
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author = "Kisung Seo and Soohwan Hyun and Erik D. Goodman",
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title = "Tree-structure-aware GP operators for automatic gait
generation of quadruped robot",
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booktitle = "GECCO-2009 Late-Breaking Papers",
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year = "2009",
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editor = "Anna I. Esparcia and Ying-ping Chen and
Gabriela Ochoa and Ender Ozcan and Marc Schoenauer and Anne Auger and
Hans-Georg Beyer and Nikolaus Hansen and
Steffen Finck and Raymond Ros and Darrell Whitley and
Garnett Wilson and Simon Harding and W. B. Langdon and
Man Leung Wong and Laurence D. Merkle and Frank W. Moore and
Sevan G. Ficici and William Rand and Rick Riolo and
Nawwaf Kharma and William R. Buckley and Julian Miller and
Kenneth Stanley and Jaume Bacardit and Will Browne and
Jan Drugowitsch and Nicola Beume and Mike Preuss and
Stephen L. Smith and Stefano Cagnoni and Jim DeLeo and
Alexandru Floares and Aaron Baughman and
Steven Gustafson and Maarten Keijzer and Arthur Kordon and
Clare Bates Congdon and Laurence D. Merkle and
Frank W. Moore",
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pages = "2155--2160",
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address = "Montreal",
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publisher = "ACM",
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publisher_address = "New York, NY, USA",
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month = "8-12 " # jul,
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organisation = "SigEvo",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-1-60558-325-9",
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bibsource = "DBLP, http://dblp.uni-trier.de",
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DOI = "doi:10.1145/1570256.1570293",
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abstract = "In this paper, we suggest tree-structure-aware GP
operators that heed tree distributions in structure
space and their possible structural difficulties. The
main idea of the proposed GP operators is to place the
generated offspring of crossover and/or mutation in a
specified region of tree structure space insofar as
possible, taking into account the observation that most
solutions are found in that region. To enable that, the
proposed operators are designed to use information
about the region to which the parents belong and
node/depth statistics of the subtree selected for
modification.
The proposed approach is applied to automatic gait
generation of quadruped robot to demonstrate the
effectiveness of it. The results show that the results
using the proposed tree-structure-aware operators are
superior to the results of standard GP for gait problem
in both fitness and velocity.",
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notes = "Distributed on CD-ROM at GECCO-2009.
ACM Order Number 910092.",
- }
Genetic Programming entries for
Kisung Seo
Soohwan Hyun
Erik Goodman
Citations