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Practical Verification of Decision-Making in Agent-Based Autonomous Systems

机译:基于agent的自治系统决策的实证检验

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摘要

We present a verification methodology for analysing the decision-making component in agent-based hybrid systems. Traditionally hybrid automata have been used to both implement and verify such systems, but hybrid automata based modelling, programming and verification techniques scale poorly as the complexity of discrete decision-making increases making them unattractive in situations where complex log- ical reasoning is required. In the programming of complex systems it has, therefore, become common to separate out logical decision-making into a separate, discrete, component. However, verification techniques have failed to keep pace with this devel- opment. We are exploring agent-based logical components and have developed a model checking technique for such components which can then be composed with a sepa- rate analysis of the continuous part of the hybrid system. Among other things this allows program model checkers to be used to verify the actual implementation of the decision-making in hybrid autonomous systems.
机译:我们提出了一种验证方法,用于分析基于代理的混合系统中的决策制定组件。传统上,混合自动机已用于实现和验证此类系统,但是基于混合自动机的建模,编程和验证技术的扩展性很差,因为离散决策的复杂性增加,使得它们在需要复杂逻辑推理的情况下没有吸引力。因此,在复杂系统的编程中,将逻辑决策分离为一个单独的,离散的组件已变得很普遍。但是,验证技术未能跟上这一发展。我们正在探索基于代理的逻辑组件,并为此类组件开发了一种模型检查技术,然后可以通过对混合系统的连续部分进行单独分析来构成该模型检查技术。除其他事项外,这允许使用程序模型检查器来验证混合自主系统中决策的实际执行情况。

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