A novel method with constraints embedded into a cuckoo search for steelmaking-continuous casting scheduling

被引:0
|
作者
Wang, Haihong [1 ]
Feng, Hui [2 ]
Ren, Zhikao [1 ]
Ye, Chen [1 ]
Zhao, Tongtong [1 ]
Sun, Yue [1 ]
Wang, Xiuying [1 ]
机构
[1] Qingdao Univ Sci & Technol, Coll Informat Sci & Technol, Qingdao, Shandong, Peoples R China
[2] Ocean Univ China, Coll Informat Sci & Engn, Qingdao, Shandong, Peoples R China
来源
NEURAL COMPUTING & APPLICATIONS | 2024年 / 36卷 / 05期
基金
中国国家自然科学基金;
关键词
Cuckoo search algorithm; Production scheduling; Steelmaking and continuous casting; PROGRAMMING MODEL; ALGORITHM; OPTIMIZATION; STEEL;
D O I
10.1007/s00521-023-08973-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Featured by multi-charge, multi-process integration, multi-constraint, steelmaking and continuous casting (SCC) scheduling is a complex and industrial synthesis process. Generally, it is solved by the two-stage or multistage approach. To reduce time consumption, we propose a "one-stage" optimization method that integrates the constraints into the cuckoo search algorithm (CICSA). To obtain the minimum total waiting time (TWT), we built an SCC scheduling optimization model. Firstly, we integrate machine uniqueness constraints and the process sequence into the coding of the nests. Then, non-conflict constraints and casting on time constraints are converted into the fitness values of the cuckoo search algorithm (CSA). Thus, the solutions obtained in the population after iteration meet the process constraints. The non-conflict optimal nest is taken as the optimal solution. Simulations are conducted using the actual industrial data. Comparisons among the proposed algorithm, the two-stage algorithm, and the original CSA are presented. The result shows the proposed approach achieves better performance.
引用
收藏
页码:2131 / 2140
页数:10
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