Unimodal optimization using a genetic-programming-based method with periodic boundary conditions
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @Article{Povoa:GPEM,
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author = "Rogerio C. B. L. Povoa and Adriano S. Koshiyama and
Douglas M. Dias and Patricia L. Souza and
Bruno A. C. Horta",
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title = "Unimodal optimization using a
genetic-programming-based method with periodic boundary
conditions",
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journal = "Genetic Programming and Evolvable Machines",
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year = "2020",
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volume = "21",
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number = "3",
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pages = "503--523",
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month = sep,
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note = "Special Issue on Integrating numerical optimization
methods with genetic programming",
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keywords = "genetic algorithms, genetic programming, Optimisation,
Evolutionary computation, Niching methods, Periodic
boundary conditions, Parameter mapping approach",
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ISSN = "1389-2576",
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DOI = "doi:10.1007/s10710-019-09373-1",
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size = "21 pages",
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abstract = "This article describes a new genetic-programming-based
optimization method using a multi-gene approach along
with a niching strategy and periodic domain
constraints. The method is referred to as Niching
MG-PMA, where MG refers to multi-gene and PMA to
parameter mapping approach. Although it was designed to
be a multi-modal optimization method, recent tests have
revealed its suitability for uni-modal optimization.
The definition of Niching MG-PMA is provided in a
detailed fashion, along with an in-depth explanation of
two novelties in our implementation: the feedback of
initial parameters and the domain constraints using
periodic boundary conditions. These ideas can be
potentially useful for other optimization techniques.
The method is tested on the basis of the CEC-2015
benchmark functions. Statistical analysis shows that
Niching MG-PMA performs similarly to the winners of the
competition even without any parametrization towards
the benchmark, indicating that the method is robust and
applicable to a wide range of problems.",
- }
Genetic Programming entries for
Rogerio C B L Povoa
Adriano Soares Koshiyama
Douglas Mota Dias
Patricia L Souza
Bruno A C Horta
Citations