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Debugging complex software systems by means of pathfinder networks

机译:通过路径查找器网络调试复杂的软件系统

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摘要

This paper introduces a new methodology based on the use of Pathfinder networks (PFNETs) for the debugging of multi-agent systems (MASs). This methodology is specifically designed to develop a forensic analysis (i.e. a debugging process performed on previously recorded data of the MAS run) of MASs showing complex tissues of relationships between agents (i.e. a high complexity in their social level). Like previous works in the field of forensic analysis of MASs, our approach is performed by considering displays of the system activity which aim to be understandable by human beings. These displays allow us to understand the social behavior of the system, discover emergent behaviors, and debug possible undesirable behaviors. However, it is well known that the visualization of information in a humanly comprehensible way becomes a complex task when large amounts of information have to be represented, as is the case of the social behavior of large-scale MASs. Our methodology tackles this problem through the use of PFNETs, which are considered to reduce the data complexity in order to obtain simple representations that show only the most important global interactions in the system. In addition, the proposed methodology is customizable thanks to the use of two thresholds allowing the user to define the desired specificity level in the display. The proposal is illustrated with a detailed case study considering a complex customer-seller MAS.
机译:本文介绍了一种基于Pathfinder网络(PFNET)的多智能体系统(MAS)调试的新方法。此方法专门设计用于开发MAS的法医分析(即,对先前记录的MAS运行数据进行的调试过程),以显示代理之间的关系的复杂组织(即,其社交级别的复杂性很高)。像以前在MAS法医分析领域中的工作一样,我们的方法是通过考虑系统活动的显示来执行的,这些活动旨在使人类可以理解。这些显示使我们能够了解系统的社会行为,发现紧急行为,并调试可能的不良行为。但是,众所周知,当必须表示大量信息时,以人类可理解的方式可视化信息成为一项复杂的任务,就像大型MAS的社会行为一样。我们的方法论通过使用PFNET解决了这个问题,PFNET被认为可以降低数据复杂性,从而获得仅表示系统中最重要的全局交互作用的简单表示。此外,由于使用了两个阈值,因此用户可以在显示器中定义所需的特异性级别,因此所提出的方法是可定制的。考虑到复杂的客户-卖方MAS的详细案例研究说明了该建议。

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