LAPSE:2026.0475
Published Article

LAPSE:2026.0475
Reactor network synthesis of enzymatic cascades using superstructure optimization
June 12, 2026
Abstract
While classical heuristics can be applied to decide on the preferred reactor concept for simple reaction schemes, more complex reaction networks require more sophisticated methods, such as the multilevel reactor design approach or superstructure optimization. Based on an analysis of the existing methods a nonlinear programming framework for a superstructure-based reactor network synthesis is presented, emphasizing numerical robustness and flexible network representation without relying on integer decisions. The approach, which is implemented in GAMS, allows for the combination of continuous stirred-tank and cross-flow reactor models. An exemplary application for the classical Van de Vusse reaction is first shown for validation, prior to the application to an enzymatic cascade based on the Weimberg pathway. Assuming fast co-factor regeneration, the performance of the resulting PFR cascade, which can also be interpreted as a sequence of batch reactions, is compared with a commonly applied single batch reactor. The results show that the two-reactor configuration consistently achieves higher product formation by mitigating inhibition effects, demonstrating the potential of reactor network synthesis for complex reaction systems like enzymatic cascades.
While classical heuristics can be applied to decide on the preferred reactor concept for simple reaction schemes, more complex reaction networks require more sophisticated methods, such as the multilevel reactor design approach or superstructure optimization. Based on an analysis of the existing methods a nonlinear programming framework for a superstructure-based reactor network synthesis is presented, emphasizing numerical robustness and flexible network representation without relying on integer decisions. The approach, which is implemented in GAMS, allows for the combination of continuous stirred-tank and cross-flow reactor models. An exemplary application for the classical Van de Vusse reaction is first shown for validation, prior to the application to an enzymatic cascade based on the Weimberg pathway. Assuming fast co-factor regeneration, the performance of the resulting PFR cascade, which can also be interpreted as a sequence of batch reactions, is compared with a commonly applied single batch reactor. The results show that the two-reactor configuration consistently achieves higher product formation by mitigating inhibition effects, demonstrating the potential of reactor network synthesis for complex reaction systems like enzymatic cascades.
Record ID
Keywords
enzymatic cascades, GAMS, NLP, reaction engineering, reactor network
Subject
Suggested Citation
Chandra S, Paschalidis L, Kinau S, Skiborowski M. Reactor network synthesis of enzymatic cascades using superstructure optimization. Systems and Control Transactions 5:2176-2182 (2026) https://doi.org/10.69997/sct.121572
Author Affiliations
Chandra S: Institute of Process Systems Engineering, Hamburg University of Technology, Am Schwarzenberg-Campus 4, Hamburg, 21073, Germany
Paschalidis L: Institute of Process Systems Engineering, Hamburg University of Technology, Am Schwarzenberg-Campus 4, Hamburg, 21073, Germany [ORCID]
Kinau S: Institute of Process Systems Engineering, Hamburg University of Technology, Am Schwarzenberg-Campus 4, Hamburg, 21073, Germany
Skiborowski M: [ORCID]
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Paschalidis L: Institute of Process Systems Engineering, Hamburg University of Technology, Am Schwarzenberg-Campus 4, Hamburg, 21073, Germany [ORCID]
Kinau S: Institute of Process Systems Engineering, Hamburg University of Technology, Am Schwarzenberg-Campus 4, Hamburg, 21073, Germany
Skiborowski M: [ORCID]
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Journal Name
Systems and Control Transactions
Volume
5
First Page
2176
Last Page
2182
Year
2026
Publication Date
2026-06-12
Version Comments
Original Submission
Other Meta
PII: 2176-2182-326-SCT-5-2026, Publication Type: Journal Article
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LAPSE:2026.0475
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https://doi.org/10.69997/sct.121572
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References Cited
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