Move blocking strategy applied to re-entrant manufacturing line scheduling
Model predictive control (MPC)-based approach to fab-wide scheduling has been suggested to solve constraint-aware production optimization and in-process inventory level control simultaneously at each scheduling instance. However, application of this approach to real fab suffers from computational di...
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Veröffentlicht in: | International journal of control, automation, and systems 2015, Automation, and Systems, 13(2), , pp.410-418 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Model predictive control (MPC)-based approach to fab-wide scheduling has been suggested to solve constraint-aware production optimization and in-process inventory level control simultaneously at each scheduling instance. However, application of this approach to real fab suffers from computational difficulties brought by the need to solve a huge optimization problem on-line as real fab scheduling problems are characterized by long cycle times, multiple product types, hundreds of machines/processing steps and re-entrant product flows. This study explores the use of an offset-blocking strategy combined with a modified recursive least square (RLS) estimation in the fab-wide scheduler, in order to alleviate the difficulty. The strategy is tested on a modified version of published case study called Intel Mini-Fab (IMF) problem. Despite its simplicity, the blocking strategy showed excellent performance in the face of realistic demand changes and plant/model mismatch. |
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ISSN: | 1598-6446 2005-4092 |
DOI: | 10.1007/s12555-014-0243-9 |