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Abstract
Industrial and academic interest converge on scheduling flow shops with sequence- and time-dependent maintenance. We posit that anticipatory, integrated scheduling of operational and maintenance tasks leads to superior performance to purely 'wait-then-fix' handling of the maintenance tasks. Motivated by an industrial problem with (sequence dependent) setup times, maximum separation constraints, and a combination of sequence- and time- dependent maintenance tasks, this paper introduces an integer programming solution, a constraint programming solution and a heuristic solution based on list scheduling. The motivating use case provides a unique combination of concerns that is to the best of our knowledge, not yet studied in the literature. We build on existing work where we can by extending models for sequence-dependent maintenance scheduling to accommodate sequence- and time-dependent maintenance scheduling and also propose other new models. We show the relative performances of our methods through empirical evaluations and also show significant improvements - up to 25% reduction in makespan - when compared to a reactive scheduling approach that does not consider maintenance in its planning. Based on our evaluations on exact methods, constraint programming models scale better than mixed integer programming models for this problem.
Original language | English |
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Article number | 10256167 |
Pages (from-to) | 103461-103475 |
Number of pages | 15 |
Journal | IEEE Access |
Volume | 11 |
Early online date | 20 Sept 2023 |
DOIs | |
Publication status | Published - 2023 |
Bibliographical note
Publisher Copyright:© 2013 IEEE.
Funding
This work was supported by the Mastering Complexity (MasCot) Program, a Nederlandse Organisatie voor Wetenschappelijk Onderzoek (NWO) under the Scheduling Adaptive Modular Flexible Manufacturing Systems (SAM-FMS) project with Grant 17931.
Keywords
- Flexible manufacturing systems
- maintenance scheduling
- makespan minimisation
- re-entrant flow shops
Fingerprint
Dive into the research topics of 'Sequence- and Time-Dependent Maintenance Scheduling in Twice Re-Entrant Flow Shops'. Together they form a unique fingerprint.Projects
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Scheduling Adaptive Modular Flexible Manufacturing Systems (SAM-FMS)
de Mol-Regels, M. (Project communication officer), Basten, A. A. (Project Manager), Geilen, M. C. W. (Project member), Nasri, M. (Project member), Marce i Igual, J. (Project member) & Farboud, P. (Project member)
1/09/20 → 31/01/25
Project: Second tier