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Counter Example Analysis of Robot Action Design for Self-localization Based on Model Checking Using Probability Removed Model

机译:基于概率去除模型检查的机器人自主定位动作设计反例分析

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Cyber Physical Systems (CPSs) are growing and play important role in our society. CPSs integrate various techniques such as computation and observation of physical environment. Model checking is one technique of formal methods which has been successfully applied to many systems for ensuring these systems satisfy properties. We studied self-localization algorithm in probabilistic robotics. In the study, model checking has used to validate convergence of robot's position. One remaining problem is that some non-convergence cases are analyzed by hand. In this study, we adopt counter example analysis by converting probabilistic model to non-probabilistic model. We show such analyses can be applied to design motions of a robot.
机译:网络物理系统(CPS)不断发展并在我们的社会中发挥重要作用。 CPS集成了各种技术,例如物理环境的计算和观察。模型检查是形式化方法的一种技术,已成功应用于许多系统以确保这些系统满足特性。我们研究了概率机器人中的自定位算法。在研究中,模型检查已用于验证机器人位置的收敛性。剩下的一个问题是手工分析了一些不收敛的情况。在本研究中,我们通过将概率模型转换为非概率模型来进行反例分析。我们展示了这样的分析可以应用于机器人的设计运动。

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