A mixed-coding scheme of evolutionary algorithms to solve mixed-integer nonlinear programming problems

In this paper, mixed-integer hybrid differential evolution (MIHDE) is developed to deal with the mixed-integer optimization problems. This hybrid algorithm contains the migration operation to avoid candidate individuals clustering together. We introduce the population diversity measure to inspect wh...

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Vydáno v:Computers & mathematics with applications (1987) Ročník 47; číslo 8; s. 1295 - 1307
Hlavní autoři: Lin, Yung-Chien, Hwang, Kao-Shing, Wang, Feng-Sheng
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier Ltd 01.04.2004
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ISSN:0898-1221, 1873-7668
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Abstract In this paper, mixed-integer hybrid differential evolution (MIHDE) is developed to deal with the mixed-integer optimization problems. This hybrid algorithm contains the migration operation to avoid candidate individuals clustering together. We introduce the population diversity measure to inspect when the migration operation should be performed so that the user can use a smaller population size to obtain a global solution. A mixed coding representation and a rounding operation are introduced in MIHDE so that the hybrid algorithm is not only used to solve the mixed-integer nonlinear optimization problems, but also used to solve the real and integer nonlinear optimization problems. Some numerical examples are tested to illustrate the performance of the proposed algorithm. Numerical examples show that the proposed algorithm converges to better solutions than the conventional genetic algorithms.
AbstractList In this paper, mixed-integer hybrid differential evolution (MIHDE) is developed to deal with the mixed-integer optimization problems. This hybrid algorithm contains the migration operation to avoid candidate individuals clustering together. We introduce the population diversity measure to inspect when the migration operation should be performed so that the user can use a smaller population size to obtain a global solution. A mixed coding representation and a rounding operation are introduced in MIHDE so that the hybrid algorithm is not only used to solve the mixed-integer nonlinear optimization problems, but also used to solve the real and integer nonlinear optimization problems. Some numerical examples are tested to illustrate the performance of the proposed algorithm. Numerical examples show that the proposed algorithm converges to better solutions than the conventional genetic algorithms.
Author Wang, Feng-Sheng
Hwang, Kao-Shing
Lin, Yung-Chien
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  givenname: Kao-Shing
  surname: Hwang
  fullname: Hwang, Kao-Shing
  organization: Department of Electrical Engineering, National Chung Cheng University Chia-Yi 621-02, Taiwan, R.O.C
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  givenname: Feng-Sheng
  surname: Wang
  fullname: Wang, Feng-Sheng
  email: chmfsw@ccunix.ccu.edu.tw
  organization: Department of Chemical Engineering, National Chung Cheng University Chia-Yi 621-02, Taiwan, Taiwan, R.O.C
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Issue 8
Keywords Differential evolution
Hybrid method
Evolutionary algorithms
Mixed-integer nonlinear programming
Genetic algorithms
Language English
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Snippet In this paper, mixed-integer hybrid differential evolution (MIHDE) is developed to deal with the mixed-integer optimization problems. This hybrid algorithm...
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StartPage 1295
SubjectTerms Differential evolution
Evolutionary algorithms
Genetic algorithms
Hybrid method
Mixed-integer nonlinear programming
Title A mixed-coding scheme of evolutionary algorithms to solve mixed-integer nonlinear programming problems
URI https://dx.doi.org/10.1016/S0898-1221(04)90123-X
https://www.proquest.com/docview/29562705
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