Two-Stage Dynamic Programming in the Routing Problem with Decomposition

IF 0.6 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS
A. G. Chentsov, P. A. Chentsov
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Abstract

This paper considers an optimal movement routing problem with constraints. One such constraint is due to decomposing the original problem into a preliminary subproblem and a final subproblem; the tasks related to the preliminary problem must be executed before the tasks of the final subproblem begin. In particular, this condition may arise in the tool control problem for thermal cutting machines with computer numerical control (CNC): if there are long parts among workpieces, the cutting process near a narrow material boundary should start with these workpieces since such parts are subject to thermal deformations, which may potentially cause rejects. The problem statement under consideration involves two zones for part processing. The aggregate routing process in the original problem includes a starting point, a route (a permutation of indices), and a particular track consistent with the route and the starting point. Each of the subproblems has specific precedence conditions, and the travel cost functions forming the additive criterion may depend on the list of pending tasks. A special two-stage procedure is introduced to apply dynamic programming as a solution method. The structure of the optimal solution is established and an algorithm based on this structure is developed. The algorithm is implemented on a personal computer and a computational experiment is carried out.

Abstract Image

具有分解的路由问题的两阶段动态规划
本文考虑一个有约束的最优运动路径问题。一个这样的约束是由于将原始问题分解为初步子问题和最终子问题;与初步问题相关的任务必须在最终子问题的任务开始之前执行。特别是,在使用计算机数控(CNC)的热切割机的刀具控制问题中可能会出现这种情况:如果工件中有长零件,则在狭窄的材料边界附近的切割过程应该从这些工件开始,因为这些零件会发生热变形,这可能会导致废品。正在考虑的问题说明涉及两个零件处理区域。原始问题中的聚合路由过程包括起点、路线(索引的排列)以及与路线和起点一致的特定轨道。每个子问题都有特定的优先条件,形成附加标准的旅行成本函数可能取决于未决任务的列表。引入了一种特殊的两阶段程序,将动态规划作为一种求解方法。建立了最优解的结构,并在此基础上开发了一种算法。该算法在个人计算机上实现,并进行了计算实验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Automation and Remote Control
Automation and Remote Control 工程技术-仪器仪表
CiteScore
1.70
自引率
28.60%
发文量
90
审稿时长
3-8 weeks
期刊介绍: Automation and Remote Control is one of the first journals on control theory. The scope of the journal is control theory problems and applications. The journal publishes reviews, original articles, and short communications (deterministic, stochastic, adaptive, and robust formulations) and its applications (computer control, components and instruments, process control, social and economy control, etc.).
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