Multi-Crane Scheduling for Steelmaking-Continuous Casting Processes

被引:0
作者
Qiu, Yan [1 ]
Zhao, Ziyan [1 ]
Liu, Shixin [1 ]
Wang, Feng [1 ]
机构
[1] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110819, Peoples R China
来源
2022 34TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC | 2022年
基金
中国国家自然科学基金;
关键词
Multi-Crane Scheduling; Steelmaking-Continuous Casting; Multi-Objective Optimization; Conflict Resolution; NSGA-II;
D O I
10.1109/CCDC55256.2022.10033903
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This work considers a multi-crane scheduling problem arising from steelmaking-continuous casting processes. By analyzing the optimization objectives and constraints in industrial scenarios, a multi-objective mathematical model is established. A conflict resolution strategy is designed to avoid conflict of multiple cranes. A metaheuristic algorithm based on the framework of Non-dominated Sorting Genetic Algorithm-II (NSGA-II) is developed to solve the concerned problem and provide practitioners with Pareto near-optimal solutions. The actual production data are collected as a dataset to test the proposed algorithm. The experimental results show that the concerned problem can be well solved by the proposed algorithm whose performance is much better than that of a greedy-based heuristic algorithm.
引用
收藏
页码:68 / 73
页数:6
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