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Performance Verification for Behavior-Based Robot Missions

机译:基于行为的机器人任务的性能验证

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摘要

Certain robot missions need to perform predictably in a physical environment that may have significant uncertainty. One approach is to leverage automatic software verification techniques to establish a performance guarantee. The addition of an environment model and uncertainty in both program and environment, however, means that the state space of a model-checking solution to the problem can be prohibitively large. An approach based on behavior-based controllers in a process-algebra framework that avoids state-space combinatorics is presented here. In this approach, verification of the robot program in the uncertain environment is reduced to a filtering problem for a Bayesian network. Validation results are presented for the verification of a multiple-waypoint and an autonomous exploration robot mission.
机译:某些机器人任务需要在可能具有很大不确定性的物理环境中可预测地执行。一种方法是利用自动软件验证技术来建立性能保证。但是,环境模型的添加以及程序和环境中的不确定性都意味着问题的模型检查解决方案的状态空间可能会过大。本文介绍了一种基于过程-代数框架中基于行为的控制器的方法,该方法可避免状态空间组合。在这种方法中,将机器人程序在不确定环境中的验证简化为贝叶斯网络的过滤问题。提出了验证结果,用于验证多路点和自主探索机器人任务。

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