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A Benders Decomposition Framework for the Optimization of Disjunctive Superstructures with Ordered Discrete Decisions
Department of Chemical Engineering, University of Waterloo, Waterloo, Ontario, Canada.ORCID iD: 0000-0002-3190-7612
Department of Chemical Engineering, University of Waterloo, Waterloo, Ontario, Canada.
2023 (English)In: AIChE Journal, ISSN 0001-1541, E-ISSN 1547-5905, Vol. 69, no 5, article id e18008Article in journal (Refereed) Published
Abstract [en]

This study introduces the logic-based discrete-Benders decomposition (LD-BD) for Generalized Disjunctive Programming (GDP) superstructure problems with ordered Boolean variables. The key idea is to obtain Benders cuts that use neighborhood information of a reformulated version of Boolean variables. These Benders cuts are iteratively refined, which guarantees convergence to a local optimum. A mathematical case study, the optimization of a network with Continuous Stirred-Tank Reactors (CSTRs) in series, and a large-scale problem involving the design of a distillation column are considered to demonstrate the features of LD-BD. The results from these case studies have shown that the LD-BD method exhibited good performance by finding attractive locally optimal solutions relative to existing logic-based solvers for GDP problems. Based on these tests, the LD-BD method is a promising strategy to solve optimal synthesis problems with ordered discrete decisions emerging in chemical engineering applications.

Place, publisher, year, edition, pages
Wiley , 2023. Vol. 69, no 5, article id e18008
National Category
Computational Mathematics
Identifiers
URN: urn:nbn:se:kth:diva-360645DOI: 10.1002/aic.18008ISI: 000912191100001Scopus ID: 2-s2.0-85146153331OAI: oai:DiVA.org:kth-360645DiVA, id: diva2:1941387
Note

QC 20250303

Available from: 2025-02-28 Created: 2025-02-28 Last updated: 2025-03-03Bibliographically approved

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Liñan, David A

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