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Control Design for Bounded Partially Controlled TPNs Using Timed Extended Reachability Graphs and MDP

机译:使用定时扩展到达性图和MDP的有界部分控制TPN的控制设计

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This paper is about the design of control sequences for discrete event systems (DESs) modeled with bounded partially controlled timed Petri nets (PC-TPNs) including a set of temporal specifications that correspond to minimal firing durations. Petri nets are well-known mathematical and graphical models that are widely used to describe distributed DESs, including choices, synchronizations, and parallelisms. The domains of application include but are not restricted to manufacturing systems, computer science, and transportation networks. Including the time in the model is important to consider many control problems. This paper is more particularly concerned with control issues in timed context and uncertain environments when unexpected events occur and when control errors disturb the system behavior from the planned policy decided by the controller. To deal with such uncertainties, we propose first to build a timed extended reachability graph (TERG) that includes the time specifications when the PC-TPN behaves with an earliest firing policy. Then, the optimal paths in TERG are found by using an approach based on discrete time Markov decision processes under discounted criterion. Several simulations illustrate the benefit of our method from the computational point of view, in particular for uncertain environments.
机译:本文是关于使用有界部分控制的定时Petri网(PC-TPN)建模的离散事件系统(DESS)的控制序列的设计,包括一组时间规范,所述时间规范对应于最小烧制持续时间。 Petri网是众所周知的数学和图形模型,广泛用于描述分布式DES,包括选择,同步和并行性。申请领域包括但不限于制造系统,计算机科学和运输网络。包括模型中的时间对于考虑许多控制问题非常重要。本文更特别关注定时上下文和不确定环境中的控制问题,并且当发生意外事件时,当控制错误扰从控制器决定的计划策略中干扰系统行为时。为了处理此类不确定性,我们首先建议建立一个定时扩展到达性图(Terg),包括当PC-TPN与最早的射击策略的行为行为时,包括时间规范。然后,通过使用基于折扣标准的离散时间马尔可夫决策过程的方法来发现Terg中的最佳路径。几个模拟说明了我们的方法从计算的观点,特别是对于不确定的环境。

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