Tree-structure-aware GP operators for automatic gait generation of quadruped robot

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{DBLP:conf/gecco/SeoHG09,
  author =       "Kisung Seo and Soohwan Hyun and Erik D. Goodman",
  title =        "Tree-structure-aware GP operators for automatic gait
                 generation of quadruped robot",
  booktitle =    "GECCO-2009 Late-Breaking Papers",
  year =         "2009",
  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",
  pages =        "2155--2160",
  address =      "Montreal",
  publisher =    "ACM",
  publisher_address = "New York, NY, USA",
  month =        "8-12 " # jul,
  organisation = "SigEvo",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-1-60558-325-9",
  bibsource =    "DBLP, http://dblp.uni-trier.de",
  DOI =          "doi:10.1145/1570256.1570293",
  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.",
  notes =        "Distributed on CD-ROM at GECCO-2009.

                 ACM Order Number 910092.",
}

Genetic Programming entries for Kisung Seo Soohwan Hyun Erik Goodman

Citations