Scheduling and Routing of AGVs for Large-scale Flexible Manufacturing Systems

Sarmad Riazi, Thomas Diding, P. Falkman, Kristofer Bengtsson, B. Lennartson
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引用次数: 11

Abstract

In this paper, we propose a new heuristic as well as several improvements to an existing approach based on Benders decomposition for solving the conflict free scheduling and routing of automated guided vehicles (AGVs), with promising results. The existing method solves the problem in two stages; task assignment/sequencing, and feasibility check of the first stage’s solution subject to collision-avoidance constraints. The method is not suitable for large-scale AGV systems. We proposed several improvements and speedup strategies that result in fast methods capable of scheduling AGVs in a realistic layout with a graph of several hundred nodes and arcs. This is done by reformulating the mathematical model of the problem. We also introduce a new heuristic based on the improved method that yields high-quality solutions quickly. Moreover, we solve a real large-scale industrial instance by a commercial constraint programming solver and an open-source SMT solver. The results show that both of these general-purpose solvers can effectively solve our proposed models.
大型柔性制造系统中agv的调度与路由
在本文中,我们提出了一种新的启发式方法,并对现有的基于Benders分解的方法进行了改进,以解决自动导引车(agv)的无冲突调度和路由问题,并取得了良好的效果。现有的方法分两个阶段解决问题;任务分配/排序,以及在避碰约束下第一阶段解决方案的可行性检验。该方法不适用于大型AGV系统。我们提出了一些改进和加速策略,从而产生能够在具有数百个节点和弧线的图的现实布局中调度agv的快速方法。这是通过重新制定问题的数学模型来实现的。我们还介绍了一种基于改进方法的新启发式算法,该算法可以快速得到高质量的解。此外,我们还利用商业约束规划求解器和开源SMT求解器求解了一个真实的大规模工业实例。结果表明,这两种通用求解器都能有效地求解所提出的模型。
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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