Alice Medeiros Lima, Wu Hong Kwong, Antonio José Gonçalves Cruz. An improved flexible tolerance method for solving nonlinear constrained optimization problems: Application in mass integration[J]. , 2017, 25(5): 617-631.
DOI:
Alice Medeiros Lima, Wu Hong Kwong, Antonio José Gonçalves Cruz. An improved flexible tolerance method for solving nonlinear constrained optimization problems: Application in mass integration[J]. , 2017, 25(5): 617-631.DOI: 10.1016/j.cjche.2016.07.019.
An improved flexible tolerance method for solving nonlinear constrained optimization problems: Application in mass integration
摘要
Abstract
This paper proposes the use of the flexible tolerance method (FTM) modified with adaptive Nelder-Mead parameters and barrier to solve constrained optimization problems. The problems used to analyze the performance of the methods were taken from G-Suite functions
and the methods with the best performance were applied in mass integration problems. Four methods were proposed:(1) flexible tolerance method (FTM) using adaptive parameters (FTMA)
(2) flexible tolerance method with scaling (FTMS) and with adaptive parameters (FTMAS)
(3) FTMS including the barrier modification (MFTMS) and (4) MFTMS hybridized with PSO (MFTMS-PSO). The success rates of these methods were 100% (MFTMS)
85% (MFTMS-PSO)
40% (FTMAS) and 30% (FTMA). Numerical experiments indicated that the MFTMS could efficiently and reliably improve the accuracy of global optima. In mass integration
the method was able
from current process situation
to reach the optimum process configuration that includes integration issues
which was not possible using FTM in its standard formulation. The hybridization of FTMS with PSO (without barrier)
FTMS-PSO
was also able to solve mass integration problems efficiently.
关键词
Keywords
references
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Related Author
Alice Medeiros Lima
Antonio José Gonçalves Cruz
Wu Hong Kwong
Liu Mingyan
Cao Baixu
Ma Yongli
Li Shuai
José María Quiroga Alonso
Related Institution
Chemical Engineering Graduate Program, Federal University of São Carlos, Rodovia Washington Luiz, km 235-SP 310, São Carlos
Department of Chemical Engineering, Federal University of São Carlos, Rodovia Washington Luiz, km 235-SP 310, São Carlos
School of Chemical Engineering and Technology, Tianjin University
State Key Laboratory of Chemical Engineering and Low Carbon Technology (Tianjin University)
Department of Environmental Technologies, Faculty of Marine and Environmental Sciences, University of Cadiz, 11510, Puerto Real, Cádiz