Optimizing the production of solketal from glycerol: a case study integrating Aspen Plus and a MATLAB subroutine

The use of process simulators has increased dramatically due to their ability to solve complex engineering problems. However, most simulators use a black-box modeling approach, which hinders the application of derivative-based optimization models. This work aims to present a case study of the glycerol ketalization reaction by integrating the Aspen Plus<sup>®</sup> simulator with MEIGO, an optimization tool available for MATLAB<sup>®</sup>. The kinetic parameters of the reaction were estimated using a Python algorithm. The simulation was validated, and the optimization of the reactive section was performed using an Enhanced Scatter Search method. After optimization for 80% glycerol conversion, the temperature, acetone:glycerol molar ratio in the reactor feed, and reactor volume were 80 °C, 8.83, and 24.17 m³, respectively, for processing 5.149 m³/h of glycerol. The integration of Aspen Plus<sup>®</sup> with MATLAB<sup>®</sup> using the MEIGO add-on is shown as a valid strategy for optimizing complex problems involving black-box models.

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Publication Details

Journal
Chemical Engineering Communications
Published
2024-11-19
DOI
https://doi.org/10.1080/00986445.2024.2428968
Citations
2
Primary Topic
Microbial Metabolic Engineering and Bioproduction
Type
article
Field-Weighted Citation Impact
0.47

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article

Optimizing the production of solketal from glycerol: a case study integrating Aspen Plus and a MATLAB subroutine

Rodrigo Pimentel Fernandes, Caliane Bastos Borba Costa, Guilherme Duenhas Machado, Lucas Bonfim-Rocha et al.
2 citations
Chemical Engineering Communications
Microbial Metabolic Engineering and Bioproduction
0.47
article

Optimizing the production of solketal from glycerol: a case study integrating Aspen Plus and a MATLAB subroutine

Rodrigo Pimentel Fernandes, Caliane Bastos Borba Costa, Guilherme Duenhas Machado, Lucas Bonfim-Rocha, Fábio Nishiyama, Patrícia Hissae Yassue‐Cordeiro
article en
2 citations

Abstract

The use of process simulators has increased dramatically due to their ability to solve complex engineering problems. However, most simulators use a black-box modeling approach, which hinders the application of derivative-based optimization models. This work aims to present a case study of the glycerol ketalization reaction by integrating the Aspen Plus<sup>®</sup> simulator with MEIGO, an optimization tool available for MATLAB<sup>®</sup>. The kinetic parameters of the reaction were estimated using a Python algorithm. The simulation was validated, and the optimization of the reactive section was performed using an Enhanced Scatter Search method. After optimization for 80% glycerol conversion, the temperature, acetone:glycerol molar ratio in the reactor feed, and reactor volume were 80 °C, 8.83, and 24.17 m³, respectively, for processing 5.149 m³/h of glycerol. The integration of Aspen Plus<sup>®</sup> with MATLAB<sup>®</sup> using the MEIGO add-on is shown as a valid strategy for optimizing complex problems involving black-box models.

Chemical Engineering CommunicationsVol. 212(5)
Sinopec (China) (CN), Universidade Estadual de Maringá (BR), Universidade Tecnológica Federal do Paraná (BR), Sinochem Group (China) (CN), Universidade Federal do Paraná (BR)
Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
Openalex Percentile: Top 34%
Microbial Metabolic Engineering and Bioproduction
0.47
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Optimizing the production of solketal from glycerol: a case study integrating Aspen Plus and a MATLAB subroutine — Rodrigo Pimentel Fernandes, Caliane Bastos Borba Costa, et al. · Chemical Engineering Communications (2024) | TGRS Research Map | TGRS