Back to Search Start Over

Evaluation of multi-objective optimization methods applied to ternary dividing-wall columns.

Authors :
Li, Gaoyang
Guan, Shengyi
Gao, Yan
Liu, Wenzhi
Zheng, Yi
Pan, Hui
Zhu, Litao
Ling, Hao
Source :
Chemical Engineering Research & Design: Transactions of the Institution of Chemical Engineers Part A. Mar2024, Vol. 203, p573-582. 10p.
Publication Year :
2024

Abstract

Multi-objective optimization algorithms are widely employed in the optimization of Dividing-Wall Column (DWC). However, due to the inherent complexity of DWC design problems, the choice of different optimization algorithms significantly influences the results. This study aims to investigate the applicability of various multi-objective optimization algorithms in the design of ternary DWCs. Three multi-objective algorithms including multi-objective genetic algorithm (MOGA), multi-objective differential evolution with tabu list algorithm (MODE-TL), and multi-objective particle swarm algorithm (MOPSO) are used to solve the optimization problem of six configurations of dividing-wall columns including direct dividing-wall column, indirect dividing-wall column, Petlyuk dividing-wall column, and three configurations of liquid-only transfer dividing-wall column (LTS), and the optimization results are compared and analyzed. The results show that MOPSO has the worst performance and is relatively less applicable to dividing-wall columns. The MOGA has great global exploration ability but is sensitive to structure complicity. The MODE-TL algorithm can make balance between exploration and exploitation and is less sensitive to structure complicity and the number of variables. Finally, according to the comprehensive performance of the three algorithms, we conclude that MODE-TL has the highest applicability in ternary dividing-wall column optimization. [Display omitted] • Six alternative ternary DWCs, including liquid-only transfer DWCs, are designed and optimized. • The performance of three improved optimization algorithms in six configurations is compared and the reasons are analyzed. • The most applicable multi-objective algorithm for ternary DWCs' optimal design is discussed. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
02638762
Volume :
203
Database :
Academic Search Index
Journal :
Chemical Engineering Research & Design: Transactions of the Institution of Chemical Engineers Part A
Publication Type :
Academic Journal
Accession number :
176239886
Full Text :
https://doi.org/10.1016/j.cherd.2024.01.064