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Basic Characteristics of a Macroscopic Measure for Detecting Abnormal Changes in a Multiagent System

机译:用于检测多主体系统中异常变化的宏观度量的基本特征

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摘要

Multiagent application systems must deal with various changes in both the system and the system environment at runtime. Generally, such changes have undesirable negative effects on the system. To manage and control the system, it is important to observe and detect negative effects using an appropriate observation function of the system’s behavior. This paper focuses on the design of this function and proposes a new macroscopic measure with which to observe behavioral characteristics of a runtime multiagent system. The proposed measure is designed as the variance of fluctuation of a macroscopic activity factor of the whole system, based on theoretical analysis of the macroscopic behavioral model of a multiagent system. Experiments are conducted to investigate basic characteristics of the proposed measure, using a test bed system. The results of experiments show that the proposed measure reacts quickly and increases drastically in response to abnormal changes in the system. Hence, the proposed measure is considered a measure that can be used to detect undesirable changes in a multiagent system.
机译:Multiagent应用程序系统必须在运行时处理系统和系统环境中的各种更改。通常,此类更改会对系统产生不良影响。为了管理和控制系统,重要的是使用适当的系统行为观察功能来观察和检测负面影响。本文着重于此功能的设计,并提出了一种新的宏观措施,可用来观察运行时多代理系统的行为特征。在对多主体系统宏观行为模型进行理论分析的基础上,将提出的措施设计为整个系统宏观活动因子波动的方差。使用试验台系统进行了实验,以研究建议措施的基本特征。实验结果表明,所提出的措施响应于系统中的异常变化而迅速反应并急剧增加。因此,建议的措施被认为是可用于检测多主体系统中不希望发生的变化的措施。

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