Alice Medeiros Lima, Antonio José Gonçalves Cruz, Wu Hong Kwong. Nonlinear constrained optimization using the flexible tolerance method hybridized with different unconstrained methods[J]. 中国化学工程学报(英文版), 2017,25(4):442-452.
Alice Medeiros Lima, Antonio José Gonçalves Cruz, Wu Hong Kwong. Nonlinear constrained optimization using the flexible tolerance method hybridized with different unconstrained methods[J]. , 2017, 25(4): 442-452.
Alice Medeiros Lima, Antonio José Gonçalves Cruz, Wu Hong Kwong. Nonlinear constrained optimization using the flexible tolerance method hybridized with different unconstrained methods[J]. 中国化学工程学报(英文版), 2017,25(4):442-452.DOI: 10.1016/j.cjche.2016.07.018.
Alice Medeiros Lima, Antonio José Gonçalves Cruz, Wu Hong Kwong. Nonlinear constrained optimization using the flexible tolerance method hybridized with different unconstrained methods[J]. , 2017, 25(4): 442-452.DOI: 10.1016/j.cjche.2016.07.018.
Nonlinear constrained optimization using the flexible tolerance method hybridized with different unconstrained methods
This paper proposes the use of the flexible tolerance method (FTM) modified with scaling of variables and hybridized with different unconstrained optimization methods to solve real constrained optimization problems.The benchmark problems used to analyze the performance of the methods were taken from G-Suite functions.The original method (FTM) and other four proposed methods:(i) FTM with scaling of variables (FTMS)
(ii) FTMS hybridized with BFGS (FTMS-BFGS)
(iii) FTMS hybridized with modified Powell's method (FTMS-Powell) and (iv) FTMS hybridized with PSO (FTMS-PSO)
were implemented.The success rates of the methods were 80%
100%
75%
95% and 85%
for FTM
FTMS
FTMS-BFGS
FTMS-Powell and FTMS-PSO
respectively.Numerical experiments including real constrained problems indicated that FTMS gave the best performance
followed by FTMSPowell and FTMS-PSO.Despite the inferior performance compared to FTMS and FTMS-Powell
the FTMS-PSO method presented some advantages since good different initial points could be obtained
which allow exploring different routes through the solution space and to escape from local optima.The proposed methods proved to be an effective way of improving the performance of the original FTM.
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An improved flexible tolerance method for solving nonlinear constrained optimization problems: Application in mass integration
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相关作者
Wu Hong Kwong
Antonio José Gonçalves Cruz
Alice Medeiros Lima
Liu Mingyan
Cao Baixu
Ma Yongli
Li Shuai
Santiago Gutiérrez Ruiz
相关机构
Chemical Engineering Graduate Program, Federal University of São Carlos, São Carlos
Department of Chemical Engineering, Rod. Washington Luiz, Km 235-SP 310, São Carlos/SP
Department of Chemical Engineering, Federal University of São Carlos, São Carlos
School of Chemical Engineering and Technology, Tianjin University
State Key Laboratory of Chemical Engineering and Low Carbon Technology (Tianjin University)