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Behavior Verification of Autonomous Robot Vehicle in Consideration of Errors and Disturbances

机译:考虑误差和干扰的自主机器人车辆行为验证

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Reliability of embedded systems has become important along with their popularization in many fields. Model checking is one of formal methods which has been successfully applied to many systems for ensuring reliabilities. In this study, we handle an autonomous robot vehicle in consideration of errors and disturbances, as an concrete example of embedded systems. Behaviors of the vehicle become essentially probabilistic in such an environment. We show that such probabilistic behaviors can be modeled in Markov Decision Processes (MDPs). To demonstrate the applicability of the modeling, we show experimental verification using the probabilistic model checker PRISM. Note that the approaches are still in preliminary stages. It is intended to establish qualitative and quantitative validations from the standpoint of design phase.
机译:嵌入式系统的可靠性及其在许多领域中的普及已变得很重要。模型检查是正式方法之一,已成功应用于许多系统以确保可靠性。在本研究中,我们将考虑误差和干扰来处理自动驾驶机器人车辆,作为嵌入式系统的具体示例。在这种环境下,车辆的行为本质上是概率性的。我们证明可以在马尔可夫决策过程(MDP)中对这种概率行为进行建模。为了证明该模型的适用性,我们展示了使用概率模型检查器PRISM进行的实验验证。请注意,这些方法仍处于初步阶段。它旨在从设计阶段的角度建立定性和定量验证。

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