Domain Specificity of Genetic Programming based Automated Synthesis: a Case Study with Synthesis of Mechanical Vibration Absorbers

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

@InCollection{hu:2005:GPTP,
  author =       "Jianjun Hu and Ronald C. Rosenberg and 
                 Erik D. Goodman",
  title =        "Domain Specificity of Genetic Programming based
                 Automated Synthesis: a Case Study with Synthesis of
                 Mechanical Vibration Absorbers",
  booktitle =    "Genetic Programming Theory and Practice {III}",
  year =         "2005",
  editor =       "Tina Yu and Rick L. Riolo and Bill Worzel",
  volume =       "9",
  series =       "Genetic Programming",
  chapter =      "18",
  pages =        "275--290",
  address =      "Ann Arbor",
  month =        "12-14 " # may,
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming, Automated
                 synthesis, passive vibration absorber, bond graphs,
                 mechatronic systems, domain knowledge",
  ISBN =         "0-387-28110-X",
  DOI =          "doi:10.1007/0-387-28111-8_18",
  size =         "16 pages",
  abstract =     "Genetic programming has proved its potential for
                 automated synthesis of a variety of engineering systems
                 such as electrical, control, and mechanical systems.
                 Given any of these application domains, a set of
                 generic GP functions can be developed for its
                 synthesis. In this chapter, however, we illustrate that
                 while a generic GP system can often be used to prove a
                 concept, realistic or industrial automated synthesis
                 often requires domain-specific GP configuration,
                 especially of the GP function sets. As a case study, it
                 is shown how the open-ended topology search capability
                 of GP readily exploits _loopholes_ in a generic
                 bond-graph-based GP function set and evolves
                 high-performance but unrealistic mechanical vibration
                 absorbers, even though the bond graphs would be readily
                 implementable in, for example, the electrical domain.
                 The preliminary attempt to constrain evolved topologies
                 to only those that would be readily implementable in
                 the mechanical domain was not sufficiently
                 restrictive.",
  notes =        "part of \cite{yu:2005:GPTP} Published Jan 2006 after
                 the workshop",
}

Genetic Programming entries for Jianjun Hu Ronald C Rosenberg Erik Goodman

Citations