Title | ||
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Integrating flexible preventive maintenance activities into two-stage assembly flow shop scheduling with multiple assembly machines |
Abstract | ||
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AbstractHighlights •A MILP model with maintenance level and assembly machine assignment is developed.•Two heuristics with the latest PM strategy are designed.•A new algorithm with problem-specific evaluation and two local search is proposed.•The proposed algorithm outperforms 9 state-of-the-art methods in 720 instances. AbstractIn this paper, preventive maintenance (PM) activities are incorporated into two-stage assembly flow shop scheduling where m1 dedicated machines in fabrication stage and m2 machines in assembly stage. Each machine is given a new feature maintenance level, whose initial value is determined based on the Weibull probability distribution. To ensure the machines’ reliability and production continuity, we need to find a fit product sequence along with PM execution time points. Hence this paper tries to tackle this new integration problem by a mixed integer linear programming model, two heuristics MCMTPM and NEHPM, and a PM-based iterated greedy algorithm (IGPM). IGPM is embedded with a problem-specific solution evaluation and two types of local search methods. The final experimental results show that compared with the other 9 state-of-the-art methods, the proposed IGPM embedded with NEHPM and reference local search generates the best results in all benchmark instances. |
Year | DOI | Venue |
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2021 | 10.1016/j.cie.2021.107493 | Periodicals |
Keywords | DocType | Volume |
Multiple assembly machines, Assembly flow shop, Preventive maintenance, Heuristics, Meta-heuristic | Journal | 159 |
Issue | ISSN | Citations |
C | 0360-8352 | 0 |
PageRank | References | Authors |
0.34 | 0 | 2 |
Name | Order | Citations | PageRank |
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Zikai Zhang | 1 | 8 | 5.89 |
Qiuhua Tang | 2 | 0 | 0.34 |