Optimization of dividing wall columns based on online Kriging model and improved particle swarm optimization algorithm

Dividing wall columns (DWCs) can effectively improve the thermodynamic efficiency of traditional distillation columns. However, DWCs have intricate structures and strong internal interactions. Numerous structural and operational variables are interrelated. This work presents an improved cellular par...

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Veröffentlicht in:Computers & chemical engineering Jg. 166; S. 107978
Hauptverfasser: Liang, Mengkun, Song, Jiayin, Zhao, Kefan, Jia, Shengkun, Qian, Xing, Yuan, Xigang
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Elsevier Ltd 01.10.2022
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ISSN:0098-1354
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Abstract Dividing wall columns (DWCs) can effectively improve the thermodynamic efficiency of traditional distillation columns. However, DWCs have intricate structures and strong internal interactions. Numerous structural and operational variables are interrelated. This work presents an improved cellular particle swarm optimization based on the online Kriging model (KCPSO) algorithm, and applies it to the optimization of DWC with the objective of minimizing the total annual cost. The algorithm uses the information of particle swarm search to act on the online Kriging model, and reacts on the particle search through the information of the online Kriging model. Calculations demonstrate that the KCPSO algorithm is superior to standard particle swarm optimization (PSO) and cellular PSO (CPSO) algorithms due to its higher quality of iteration. The KCPSO algorithm can effectively overcome the difficulty of early convergence of the CPSO algorithm and the problem that the PSO algorithm is prone to falling into local optimal solutions.
AbstractList Dividing wall columns (DWCs) can effectively improve the thermodynamic efficiency of traditional distillation columns. However, DWCs have intricate structures and strong internal interactions. Numerous structural and operational variables are interrelated. This work presents an improved cellular particle swarm optimization based on the online Kriging model (KCPSO) algorithm, and applies it to the optimization of DWC with the objective of minimizing the total annual cost. The algorithm uses the information of particle swarm search to act on the online Kriging model, and reacts on the particle search through the information of the online Kriging model. Calculations demonstrate that the KCPSO algorithm is superior to standard particle swarm optimization (PSO) and cellular PSO (CPSO) algorithms due to its higher quality of iteration. The KCPSO algorithm can effectively overcome the difficulty of early convergence of the CPSO algorithm and the problem that the PSO algorithm is prone to falling into local optimal solutions.
ArticleNumber 107978
Author Yuan, Xigang
Jia, Shengkun
Zhao, Kefan
Qian, Xing
Liang, Mengkun
Song, Jiayin
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  surname: Song
  fullname: Song, Jiayin
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  givenname: Kefan
  surname: Zhao
  fullname: Zhao, Kefan
  organization: School of Chemical Engineering and Technology, Chemical Engineering Research Center, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), State Key Laboratory of Chemical Engineering, Tianjin University, Tianjin 300350, China
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  givenname: Shengkun
  surname: Jia
  fullname: Jia, Shengkun
  email: jiask@tju.edu.cn
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  organization: College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China
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  givenname: Xigang
  surname: Yuan
  fullname: Yuan, Xigang
  organization: School of Chemical Engineering and Technology, Chemical Engineering Research Center, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), State Key Laboratory of Chemical Engineering, Tianjin University, Tianjin 300350, China
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CitedBy_id crossref_primary_10_1016_j_cjche_2023_10_003
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ISSN 0098-1354
IngestDate Sat Nov 29 07:23:45 EST 2025
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Keywords Dividing wall columns
Heuristic algorithm
Online surrogate model
Particle swarm optimization algorithm
Optimal design
Language English
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Snippet Dividing wall columns (DWCs) can effectively improve the thermodynamic efficiency of traditional distillation columns. However, DWCs have intricate structures...
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StartPage 107978
SubjectTerms Dividing wall columns
Heuristic algorithm
Online surrogate model
Optimal design
Particle swarm optimization algorithm
Title Optimization of dividing wall columns based on online Kriging model and improved particle swarm optimization algorithm
URI https://dx.doi.org/10.1016/j.compchemeng.2022.107978
Volume 166
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