Genetic programming approach to determining of metal materials properties
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @Article{Brezocnik:2002:JIM,
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author = "Miran Brezocnik and Joze Balic and Karl Kuzman",
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title = "Genetic programming approach to determining of metal
materials properties",
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journal = "Journal of Intelligent Manufacturing",
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year = "2002",
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volume = "13",
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number = "1",
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pages = "5--17",
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month = feb,
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email = "joze.balic@uni-mb.si",
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keywords = "genetic algorithms, genetic programming, materials
properties, metal forming, modeling,
self-organisation",
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ISSN = "0956-5515",
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DOI = "doi:10.1023/A:1013693828052",
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abstract = "The paper deals with determining metal materials
properties by use of genetic programming (GP). As an
example, the determination of the flow stress in bulk
forming is presented. The flow stress can be calculated
on the basis of known forming efficiency. The
experimental data obtained during pressure test serve
as an environment to which models for forming
efficiency have to be adapted during simulated
evolution as much as possible. By performing four
experiments, several different models for forming
efficiency are genetically developed. The models are
not a result of the human intelligence but of
intelligent evolutionary process. With regard to their
precision, the successful models are more or less
equivalent; they differ mainly in size, shape, and
complexity of solutions. The influence of selection of
different initial model components (genes) on the
probability of successful solution is studied in
detail. In one especially successful run of the GP
system the Siebel's expression was genetically
developed. In addition, redundancy of the knowledge
hidden in the experimental data was detected and
eliminated without the influence of human intelligence.
Researches showed excellent agreement between the
experimental data, existing analytical solutions, and
models obtained genetically.",
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notes = "Journal of Intelligent Manufacturing
http://www.springeronline.com/sgw/cda/frontpage/0,11855,4-40528-70-35668245-0,00.html",
- }
Genetic Programming entries for
Miran Brezocnik
Joze Balic
Karl Kuzman
Citations