Robust optimization algorithm for integrated crane assignment and scheduling in slab yard with uncertain arrival time

被引:2
|
作者
Wang, Xu [1 ,2 ]
Zhao, Qiuhong [3 ,4 ]
Liu, Shixin [5 ]
Wang, Jia [6 ]
Qi, Liang [7 ]
机构
[1] Shenyang Univ Chem Technol, Sch Comp Sci & Technol, Shenyang, Peoples R China
[2] Hebei Univ Environm Engn, Sch Econ & Management, Qinhuangdao, Peoples R China
[3] Beihang Univ, Sch Econ & Management, Beijing, Peoples R China
[4] Beihang Univ, MoE Key Lab Complex Syst Anal & Management Decis, Beijing, Peoples R China
[5] Northeast Univ, Coll Informat Sci Engn, Shenyang, Peoples R China
[6] Shenyang Univ Technol, Sch Management, Shenyang, Peoples R China
[7] Shandong Univ Sci & Technol, Coll Comp Sci & Engn, Qingdao, Peoples R China
基金
中国国家自然科学基金;
关键词
Slab yard; integrated crane assignment and scheduling; improved column and cut generation method; robustness; ALLOCATION;
D O I
10.1080/00207543.2024.2388836
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A slab yard served as a key component of the iron and steel plant. Effective slab yard crane assignment and scheduling directly affect the overall efficiency of the steel production process. This work addresses an uncertain slab yard crane assignment and scheduling problem (SYCAS) with the fluctuating arrival time. A stochastic programming model is established to obtain a robust solution that minimises the completion time of slab groups under uncertainty. Due to its NP-hardness, we developed an improved column and cut generation method (IC&CG), which divides the problem into a relaxed master problem (RMP) and a slave problem (SP). A new initialisation strategy for obtaining high-quality solutions and an acceleration strategy for discarding irrelevant scenarios are proposed. We use small-size instances to compare the performance of IC&CG with CPLEX and a generalised column and cut generation method in both deterministic and uncertain environments to validate the effectiveness of the method. For large-size instances, a lower bound (LB) of the optimal objective function is proposed to show the effectiveness of IC&CG. Furthermore, we prove the robustness of the method by sensitive analysis.
引用
收藏
页码:1707 / 1724
页数:18
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