Machine-based production scheduling for rotomoulded plastics manufacturing

被引:12
作者
Baxendale, Mark [1 ]
McGree, James M. [1 ]
Bellette, Aaron [2 ]
Corry, Paul [1 ]
机构
[1] Queensland Univ Technol, Sch Math Sci, Brisbane, Qld, Australia
[2] Global Roto Moulding Pty Ltd, Helidon Spa, Australia
关键词
rotational moulding; scheduling; metaheuristics; mixed integer programming; UNRELATED PARALLEL MACHINES; FLOW-SHOP PROBLEMS; HYBRID FLOWSHOP; SETUP TIMES; GENETIC ALGORITHM; HEURISTICS; OPTIMIZATION;
D O I
10.1080/00207543.2020.1727046
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, production scheduling for rotomoulded plastics manufacturing in a multi-machine environment is considered. The objective is to minimise total tardiness. The problem has some commonality with hybrid flow shop scheduling with batching, where additional constraints are needed to control which machines may be used at each stage. The problem is shown to be NP-hard and is formulated as a mixed integer program. Given consequently large solve times to obtain optimal solutions, simulated annealing and tabu search algorithms were developed alongside a constructive heuristic to obtain near-optimal solutions within a practical time-frame. The solution algorithms were tuned and tested using randomly generated problem instances. The best results in terms of solution quality were generally obtained by simulated annealing. The problem instances were generated to be representative of a real production environment located in Queensland, Australia.
引用
收藏
页码:1301 / 1318
页数:18
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