Scheduling flexible manufacturing cells using Tabu Search
Scheduling is an important aspect in the overall control of a flexible manufacturing system. The research presented focuses on production scheduling of jobs within a flexible manufacturing cell (FMC)-one type of flexible manufacturing system. Due to the complexity of the FMC scheduling problem, a 0-...
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| Published in | International journal of production research Vol. 47; no. 24; pp. 6907 - 6928 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Abingdon
Taylor & Francis Group
15.12.2009
Taylor & Francis Taylor & Francis LLC |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0020-7543 1366-588X |
| DOI | 10.1080/00207540802400628 |
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| Abstract | Scheduling is an important aspect in the overall control of a flexible manufacturing system. The research presented focuses on production scheduling of jobs within a flexible manufacturing cell (FMC)-one type of flexible manufacturing system. Due to the complexity of the FMC scheduling problem, a 0-1 mixed-integer linear programming (MILP) model is formulated for M machines and N jobs with alternative routings. Although small instances of the problem can be solved optimally with MILP models, a two-stage Tabu Search (TS
2
) algorithm that minimises the manufacturing makespan (MS) is proposed to solve medium-to-large-scale problems more efficiently. During Stage I (construction phase), two heuristics are utilised to generate an initial feasible sequence and an initial MS solution. In Stage II (improvement phase), the acquired initial solutions from Stage I are combined with a Tabu Search meta-heuristic procedure that provides improved MS solutions. The TS
2
algorithm provides tremendous savings in computational time for medium/large-sized multi-machine FMC problems. |
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| AbstractList | Scheduling is an important aspect in the overall control of a flexible manufacturing system. The research presented focuses on production scheduling of jobs within a flexible manufacturing cell (FMC) - one type of flexible manufacturing system. Due to the complexity of the FMC scheduling problem, a 0-1 mixed-integer linear programming (MILP) model is formulated for M machines and N jobs with alternative routings. Although small instances of the problem can be solved optimally with MILP models, a two-stage Tabu Search (TS^sup 2^) algorithm that minimises the manufacturing makespan (MS) is proposed to solve medium-to-large-scale problems more efficiently. During Stage I (construction phase), two heuristics are utilised to generate an initial feasible sequence and an initial MS solution. In Stage II (improvement phase), the acquired initial solutions from Stage I are combined with a Tabu Search meta-heuristic procedure that provides improved MS solutions. The TS^sup 2^ algorithm provides tremendous savings in computational time for medium/large-sized multi-machine FMC problems. [PUBLICATION ABSTRACT] Scheduling is an important aspect in the overall control of a flexible manufacturing system. The research presented focuses on production scheduling of jobs within a flexible manufacturing cell (FMC)-one type of flexible manufacturing system. Due to the complexity of the FMC scheduling problem, a 0-1 mixed-integer linear programming (MILP) model is formulated for M machines and N jobs with alternative routings. Although small instances of the problem can be solved optimally with MILP models, a two-stage Tabu Search (TS 2 ) algorithm that minimises the manufacturing makespan (MS) is proposed to solve medium-to-large-scale problems more efficiently. During Stage I (construction phase), two heuristics are utilised to generate an initial feasible sequence and an initial MS solution. In Stage II (improvement phase), the acquired initial solutions from Stage I are combined with a Tabu Search meta-heuristic procedure that provides improved MS solutions. The TS 2 algorithm provides tremendous savings in computational time for medium/large-sized multi-machine FMC problems. |
| Author | Ventura, J.A. Pitts, R.A. |
| Author_xml | – sequence: 1 givenname: R.A. surname: Pitts fullname: Pitts, R.A. email: richard.pitts@morgan.edu organization: Department of Industrial, Manufacturing and Information Engineering , Morgan State University – sequence: 2 givenname: J.A. surname: Ventura fullname: Ventura, J.A. organization: Department of Industrial and Manufacturing Engineering , The Pennsylvania State University |
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| Keywords | Mixed programming Task scheduling Mixed integer programming Routing Scheduling Makespan Modeling Linear model Search algorithm Workload Production management Zero one programming Tabu search Flexible manufacturing system mixed-integer linear programming Heuristic method flexible manufacturing Cellular manufacturing Metamodel meta-heuristics Large scale system |
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| SubjectTerms | Algorithms Applied sciences Exact sciences and technology flexible manufacturing Flexible manufacturing systems Integer programming Inventory control, production control. Distribution Job shops Linear programming Mathematical models Mathematical programming meta-heuristics mixed-integer linear programming Operational research and scientific management Operational research. Management science Production scheduling Scheduling Scheduling, sequencing Studies Tabu Search |
| Title | Scheduling flexible manufacturing cells using Tabu Search |
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