Production scheduling optimization algorithm for the hot rolling processes

被引:45
|
作者
Chen, A. L. [1 ]
Yang, G. K. [1 ]
Wu, Z. M. [1 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China
基金
中国国家自然科学基金;
关键词
hot rolling production scheduling; vehicle routing problem; quantum particle swarm optimization; simulated annealing;
D O I
10.1080/00207540600988048
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The hot rolling production scheduling problem is an extremely difficult and time-consuming process, so it is quite difficult to achieve an optimal solution with traditional optimization methods owing to the high computational complexity. To ensure the feasibility of solutions and improve the efficiency of the scheduling, this paper proposes a vehicle routing problem (VRP) to model the problem and develops an easily implemented hybrid approach (QPSO-SA) to solve the problem. In the hybrid approach, quantum particle swarm optimization (QPSO) combines local search and global search to search the optimal results and simulated annealing (SA) employs certain probability to avoid getting into a local optimum. The computational results from actual production data have shown that the proposed model and algorithm are feasible and effective for the hot rolling scheduling problem.
引用
收藏
页码:1955 / 1973
页数:19
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