Modeling and Analysis of Subsystem Interactions in Robotic Assembly

Shaurya Shriyam, Satyandra K. Gupta
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引用次数: 2

Abstract

We present a modeling framework for a production line consisting of multiple robotic assembly cells by integrating probabilistic modeling and temporal logic verification techniques. A production line is a complex system comprising of multiple assembly cells which in turn comprises of multiple assembly stations. We evaluate the performance of the proposed operations plan by decomposing the whole system into smaller subsystems which are analyzed separately. This allows us to design optimized systems. We first model an assembly cell in a probabilistic model checking tool. Contingencies may arise in each cell during the production operations and are resolved by humans or the assembly robots themselves. We simulate multiple cells operating cooperatively to finish production of parts. We perform formal analysis for each cell, which is a sub-system of the production line and then study the aggregate behavior of the resulting production line. Based on our analysis of individual cell behavior, we can determine how to change cell settings to achieve the best production performance.
机器人装配中子系统交互建模与分析
结合概率建模和时间逻辑验证技术,提出了由多个机器人装配单元组成的生产线的建模框架。生产线是由多个装配单元组成的复杂系统,这些装配单元又由多个装配站组成。我们通过将整个系统分解为更小的子系统来评估所提出的作战计划的性能,这些子系统分别进行了分析。这使我们能够设计出优化的系统。我们首先在概率模型检查工具中对装配单元进行建模。在生产操作过程中,每个单元都可能出现突发事件,并由人类或装配机器人自行解决。我们模拟多个单元协同工作来完成零件的生产。我们对作为生产线子系统的每个单元执行形式化分析,然后研究生成的生产线的总体行为。根据我们对单个电池行为的分析,我们可以确定如何更改电池设置以实现最佳生产性能。
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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