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Intelligent Agents Diagnostics—Enhancing Cyber‐Physical Systems with Self‐Diagnostic Capabilities

机译:智能代理诊断增强网络 - 具有自诊断功能的网络物理系统

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摘要

Allowing intelligent agents to deal with unforeseen situations that have not been considered during development in a smart way is a first step for increasing their autonomy. This requires diagnostic capabilities to detect the unforeseen situation and to identify a root cause that can be used afterward for carrying out repair and other compensating actions. Herein, foundations for diagnostic reasoning based on models of the system are provided. In particular, a diagnostic solution is presented that utilizes answer set solvers, which allow implementing non‐monotonic reasoning. The underlying ideas are introduced, an algorithm is discussed, and experimental results are obtained to clarify the question whether the approach can be used in practical applications. The obtained results indicate that answer set solving provides similar and sometimes even better results than specialized diagnosis algorithms, and can be used in practice.
机译:允许智能代理商以智能方式在开发期间未考虑的不可预见的情况是提高自主权的第一步。这需要诊断功能来检测不可预见的情况,并识别可用于执行修复和其他补偿行动的根本原因。这里,提供了基于系统模型的诊断推理的基础。特别地,提出了一种利用答案设定溶剂的诊断解决方案,其允许实施非单调推理。介绍了潜在的思路,讨论了一种算法,并获得了实验结果,以阐明该方法是否可以在实际应用中使用。所获得的结果表明,答案集求解提供了与专业诊断算法相似的且有时更好的结果,并且可以在实践中使用。

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