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:1.8098
- @InCollection{hu:2005:GPTP,
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author = "Jianjun Hu and Ronald C. Rosenberg and
Erik D. Goodman",
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title = "Domain Specificity of Genetic Programming based
Automated Synthesis: a Case Study with Synthesis of
Mechanical Vibration Absorbers",
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booktitle = "Genetic Programming Theory and Practice {III}",
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year = "2005",
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editor = "Tina Yu and Rick L. Riolo and Bill Worzel",
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volume = "9",
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series = "Genetic Programming",
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chapter = "18",
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pages = "275--290",
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address = "Ann Arbor",
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month = "12-14 " # may,
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publisher = "Springer",
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keywords = "genetic algorithms, genetic programming, Automated
synthesis, passive vibration absorber, bond graphs,
mechatronic systems, domain knowledge",
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ISBN = "0-387-28110-X",
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DOI = "doi:10.1007/0-387-28111-8_18",
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size = "16 pages",
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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.",
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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