Heuristic approaches for the cutting path problem

被引:2
|
作者
Zhang, Tai [1 ,2 ,3 ]
Yao, Shaowen [1 ]
Liu, Qiang [1 ]
Wei, Lijun [1 ]
Zhang, Hao [1 ]
机构
[1] Guangdong Univ Technol, Guangdong Prov Key Lab Comp Integrated Mfg Syst, State Key Lab Precis Elect Mfg Technol & Equipment, Guangzhou 510006, Peoples R China
[2] Macau Univ Sci & Technol, Macau Inst Syst Engn, Taipa 999078, Macau, Peoples R China
[3] Macau Univ Sci & Technol, Collaborat Lab Intelligent Sci & Syst, Taipa 999078, Macau, Peoples R China
关键词
Cutting path; Mathematical models; Heuristic algorithms; PACKING PROBLEMS; OPTIMIZATION; ALGORITHMS; SEARCH;
D O I
10.1016/j.eswa.2023.121567
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the extensive application of laser cutting, the proper planning of the cutting path has a significate impact on industrial production, like clothing, metalware, and furniture. This paper proposes heuristic approaches for the two-dimensional cutting path problem, which aims to find the shortest path to cut pieces from the master plate. Two cutting methods, the arc routing method, and the node routing method, are studied based on whether the piece must be cut separately. A two-step heuristic approach is proposed for the arc routing method. A model based on a generalized traveling salesman problem (GTSP) and a variable neighborhood search (VNS) is introduced for the node routing method. The results show that the proposed two-step heuristic quickly finds the optimal or near-optimal solution. CPLEX using the GTSP model can solve small-size instances, while the VNS can find the solution with good quality in a reasonable time for medium-size instances. In addition, the model and approaches are also tested on larger instances with more than 250 pieces and 20,000 nodes. The results show that the proposed heuristics can handle these instances within a reasonable time.
引用
收藏
页数:12
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