A simple and efficient real-coded genetic algorithm for constrained optimization

•A novel and efficient RCGA for constrained optimization has been proposed.•The proposed RCGA integrates three effective and novel evolutionary operators named RS, DBX and DRM.•The proposed RCGA is proven to have a small complexity index and outperform many state-of-the-art algorithms.•The proposed...

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Vydané v:Applied soft computing Ročník 38; s. 87 - 105
Hlavní autori: Chuang, Yao-Chen, Chen, Chyi-Tsong, Hwang, Chyi
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Elsevier B.V 01.01.2016
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ISSN:1568-4946, 1872-9681
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Abstract •A novel and efficient RCGA for constrained optimization has been proposed.•The proposed RCGA integrates three effective and novel evolutionary operators named RS, DBX and DRM.•The proposed RCGA is proven to have a small complexity index and outperform many state-of-the-art algorithms.•The proposed RCGA has been successfully applied to optimize the GaAs film-growth performance of an MOCVD process. This paper presents a simple and efficient real-coded genetic algorithm (RCGA) for constrained real-parameter optimization. Different from some conventional RCGAs that operate evolutionary operators in a series framework, the proposed RCGA implements three specially designed evolutionary operators, named the ranking selection (RS), direction-based crossover (DBX), and the dynamic random mutation (DRM), to mimic a specific evolutionary process that has a parallel-structured inner loop. A variety of benchmark constrained optimization problems (COPs) are used to evaluate the effectiveness and the applicability of the proposed RCGA. Besides, some existing state-of-the-art optimization algorithms in the same category of the proposed algorithm are considered and utilized as a rigorous base of performance evaluation. Extensive comparison results reveal that the proposed RCGA is superior to most of the comparison algorithms in providing a much faster convergence speed as well as a better solution accuracy, especially for problems subject to stringent equality constraints. Finally, as a specific application, the proposed RCGA is applied to optimize the GaAs film growth of a horizontal metal-organic chemical vapor deposition reactor. Simulation studies have confirmed the superior performance of the proposed RCGA in solving COPs.
AbstractList •A novel and efficient RCGA for constrained optimization has been proposed.•The proposed RCGA integrates three effective and novel evolutionary operators named RS, DBX and DRM.•The proposed RCGA is proven to have a small complexity index and outperform many state-of-the-art algorithms.•The proposed RCGA has been successfully applied to optimize the GaAs film-growth performance of an MOCVD process. This paper presents a simple and efficient real-coded genetic algorithm (RCGA) for constrained real-parameter optimization. Different from some conventional RCGAs that operate evolutionary operators in a series framework, the proposed RCGA implements three specially designed evolutionary operators, named the ranking selection (RS), direction-based crossover (DBX), and the dynamic random mutation (DRM), to mimic a specific evolutionary process that has a parallel-structured inner loop. A variety of benchmark constrained optimization problems (COPs) are used to evaluate the effectiveness and the applicability of the proposed RCGA. Besides, some existing state-of-the-art optimization algorithms in the same category of the proposed algorithm are considered and utilized as a rigorous base of performance evaluation. Extensive comparison results reveal that the proposed RCGA is superior to most of the comparison algorithms in providing a much faster convergence speed as well as a better solution accuracy, especially for problems subject to stringent equality constraints. Finally, as a specific application, the proposed RCGA is applied to optimize the GaAs film growth of a horizontal metal-organic chemical vapor deposition reactor. Simulation studies have confirmed the superior performance of the proposed RCGA in solving COPs.
Author Chuang, Yao-Chen
Chen, Chyi-Tsong
Hwang, Chyi
Author_xml – sequence: 1
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  organization: Department of Chemical Engineering, Feng Chia University, No. 100, Wenhwa Rd., Seatwen, Taichung 407, Taiwan
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  givenname: Chyi-Tsong
  surname: Chen
  fullname: Chen, Chyi-Tsong
  email: ctchen@nqu.edu.tw
  organization: Department of Chemical Engineering, Feng Chia University, No. 100, Wenhwa Rd., Seatwen, Taichung 407, Taiwan
– sequence: 3
  givenname: Chyi
  surname: Hwang
  fullname: Hwang, Chyi
  organization: Center of General Education, National Quemoy University, No. 1, University Rd., Jinning Township, Kinmen 892, Taiwan
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Keywords Penalty functions
Evolutionary algorithms
Real-coded genetic algorithm
Crossover operator
Constrained optimization
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Snippet •A novel and efficient RCGA for constrained optimization has been proposed.•The proposed RCGA integrates three effective and novel evolutionary operators named...
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StartPage 87
SubjectTerms Constrained optimization
Crossover operator
Evolutionary algorithms
Penalty functions
Real-coded genetic algorithm
Title A simple and efficient real-coded genetic algorithm for constrained optimization
URI https://dx.doi.org/10.1016/j.asoc.2015.09.036
Volume 38
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