Evolving Digital Circuits Using Complex Building Blocks
Created by W.Langdon from
gp-bibliography.bib Revision:1.7954
- @InProceedings{Bremner:2010:ICES,
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author = "Paul Bremner and Mohammad Samie and
Gabriel Dragffy and Tony Pipe and James Alfred Walker and
Andy M. Tyrrell",
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title = "Evolving Digital Circuits Using Complex Building
Blocks",
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booktitle = "Proceedings of the 9th International Conference
Evolvable Systems: From Biology to Hardware, ICES
2010",
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year = "2010",
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editor = "Gianluca Tempesti and Andy M. Tyrrell and
Julian F. Miller",
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series = "Lecture Notes in Computer Science",
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volume = "6274",
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pages = "37--48",
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address = "York",
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month = sep # " 6-8",
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publisher = "Springer",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-3-642-15322-8",
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DOI = "doi:10.1007/978-3-642-15323-5_4",
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size = "12 pages",
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abstract = "This work is a study of the viability of using complex
building blocks (termed molecules) within the
evolutionary computation paradigm of CGP; extending it
to MolCGP. Increasing the complexity of the building
blocks increases the design space that is to be
explored to find a solution; thus, experiments were
undertaken to find out whether this change affects the
optimum parameter settings required. It was observed
that the same degree of neutrality and (greedy) 1+4
evolution strategy gave optimum performance. The
Computational Effort used to solve a series of
benchmark problems was calculated, and compared with
that used for the standard implementation of CGP.
Significantly less Computational Effort was exerted by
MolCGP in 3 out of 4 of the benchmark problems tested.
Additionally, one of the evolved solutions to the 2-bit
multiplier problem was examined, and it was observed
that functionality present in the molecules, was
exploited by evolution in a way that would be highly
unlikely if using standard design techniques.",
-
affiliation = "Bristol Robotics Laboratory, University of the West of
England, Bristol, BS16 1QY",
- }
Genetic Programming entries for
Paul Bremner
Mohammad Samie
Gabriel Dragffy
Anthony Pipe
James Alfred Walker
Andrew M Tyrrell
Citations