Automatic synthesis of both the topology and numerical parameters for complex structures using genetic programming
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- @InCollection{Koza:2002:EDS,
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author = "John R. Koza",
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title = "Automatic synthesis of both the topology and numerical
parameters for complex structures using genetic
programming",
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booktitle = "Engineering Design Synthesis",
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publisher = "Springer",
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year = "2002",
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editor = "Amaresh Chakrabarti",
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pages = "319--337",
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email = "john@johnkoza.com",
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keywords = "genetic algorithms, genetic programming",
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URL = "http://www.genetic-programming.com/jkpdf/eds2003chapter.pdf",
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size = "19 pages",
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abstract = "This chapter demonstrates that genetic programming can
automatically create complex structures from a
high-level statement of the structure's purpose. The
chapter presents results produced by genetic
programming that are from problem areas where there is
no known general mathematical technique for
automatically creating a satisfactory structure. The
results include automatically synthesising (designing)
both the topology (graphical arrangement of components)
and sizing (component values) for two illustrative
analog electrical circuits and automatically
synthesizing both the topology and tuning (component
values) for a controller. Genetic programming not only
succeeds in producing the required structure, but the
structure is competitive with that produced by creative
human designers. The claim that genetic programming has
produced human-competitive results is supported by the
fact that the automatically created results infringe on
previously issued patents, improve on previously
patented inventions, or duplicate the functionality of
previously patented inventions.",
- }
Genetic Programming entries for
John Koza
Citations