优先约束旅行商问题模型在数控铣床刀具轨迹优化中的应用

Ilker Küçükoglu, Tulin Gunduz, Fatma Balkancioglu, Emin Topal, Oznur Sayim
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引用次数: 2

摘要

本文研究了数控铣床的刀具轨迹优化问题,以提高企业的运行效率。在此背景下,提出了基于优先约束旅行商问题(PCTSP)的公司刀具路径优化问题,其中通过考虑刀具操作的优先性,扩展了TSP模型的一般形式。该模型的目标是最大限度地减少内部操作工具的总空闲时间和不必要的时间。为了解决这个问题,使用了一种最新的优化算法,称为Satin Bowerbird Optimizer (SBO)。由于SBO最初是针对全局优化问题引入的,因此针对PCTSP问题,对原有的SBO进行了改进,采用离散化和局部搜索方法。在计算研究中,首先,通过将所提出的算法与最近提出的两种元启发式方法进行比较,在一个著名的PCTSP基准问题上测试了所提出算法的性能。比较结果表明,该算法通过寻找更好的结果优于其他两种竞争算法。然后,对该公司生产的三种不同产品的钻孔工艺进行了优化。在这个案例中,针对公司的实际问题,提供了高达4.05%的操作时间改进。因此,应该注意的是,提出的刀具路径优化解决方案能够为公司的CNC内部操作提供相当大的时间减少。
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Application of precedence constrained travelling salesman problem model for tool path optimization in CNC milling machines
In this study, a tool path optimization problem in Computer Numerical Control (CNC) milling machines is considered to increase the operational efficiency rates of a company. In this context, tool path optimization problem of the company is formulated based on the precedence constrained travelling salesman problem (PCTSP), where the general form of the TSP model is extended by taking the precedence of the tool operations into account. The objective of the model is to minimize total idle and unnecessary times of the tools for internal operations. To solve the considered problem, a recent optimization algorithm, called Satin Bowerbird Optimizer (SBO), is used. Since the SBO is first introduced for the global optimization problems, the original version of the SBO is modified for the PCTSP with discretization and local search procedures. In computational studies, first, the performance of the proposed algorithm is tested on a well-known PCTSP benchmark problems by comparing the proposed algorithm against two recently proposed meta-heuristic approaches. Results of the comparisons show that the proposed algorithm outperforms the other two competitive algorithms by finding better results. Then, the proposed algorithm is carried out to optimize the hole drilling processes of three different products produced by the company. For this case, with up to 4.05% improvement on the operational times was provided for the real-life problem of the company. As a consequence, it should be noted that the proposed solution approach for the tool path optimization is capable of providing considerable time reductions on the CNC internal operations for the company.
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来源期刊
CiteScore
3.30
自引率
6.20%
发文量
13
审稿时长
16 weeks
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