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Multi-Criteria Trust Establishment for Multi-Agent Systems Based on Fuzzy Logic

机译:基于模糊逻辑的多代理系统多标准信托建立

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Multi-Agent Systems (MASs) are increasingly accepted for modeling virtual complex distributed systems, such as virtual societies and smart grids, due to agents’ autonomy, flexibility and pro-activity. As autonomous, goal-driven agents can mislead others intentionally or accidentally by inaccurately reporting their competencies and abilities, the use of trust modeling deemed essential for successful interactions in MASs. The concept of trust is complex, multidimensional and includes more than just evaluating how honest interaction partners are. This study describes an explicit, multi-criteria, trust establishment model based on fuzzy logic to guide trustees in MASs to improve their level of trust as perceived by the trustor by tuning up their behaviors to attract more interactions with potential partners. When trustors are willing to provide feedback for interactions in the form of a single satisfaction value per multi-criterion interaction, the model attempts to predict the necessary improvement per criterion. We evaluated the performance of the proposed model using simulation. The results indicate that the model can help trustees achieve higher trust levels and get better chances to be selected as partners for interactions in MASs when trustors select trustees based on trust.
机译:由于代理的自主性,灵活性和专业活动,越来越多地接受为建模虚拟复杂分布式系统(例如虚拟社会和智能电网)的多功能机构系统(质量)。作为自主,目标驱动的代理商可以通过不准确地报告其能力和能力来误导他人或意外地误导他人,这种信任建模认为必不可少的群体互动。信任的概念是复杂的,多维,而不是仅仅评估诚实的互动伙伴如何。本研究介绍了基于模糊逻辑的明确,多标准,信任建立模型,以指导群众的受托人,以通过调整与潜在合作伙伴更互动的行为来提高其信托级别的信任程度。当信托师愿意以每种多标准交互的单个满意值的形式提供反馈的反馈时,模型试图预测每个标准的必要改进。我们使用模拟评估了所提出的模型的性能。结果表明,该模型可以帮助受托斯维斯获得更高的信任水平,并获得更好的机会作为群众互动的合作伙伴,当信托司机根据信任选择受托人时。

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