基于信任和自组织的扰动MAS信息一致性鲁棒维持

Q. Vu, S. Hassas, Frederic Armetta, B. Gaudou, Richard Canal
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引用次数: 11

摘要

本文解决了在多智能体系统(MAS)中保持信息一致性及其鲁棒性的问题,该系统从分布式来源和某些来源可能存在缺陷(有意或无意)的地方集体收集信息。在这种情况下,系统收集的集体信息是由每个代理单独收集的信息的渐进(非线性)聚合。因此,每个agent都有直接信息(自己收集的)和间接信息(通过与其他agent沟通获得的)。系统一致性的定义是关于探索环境的集体收集的信息与环境的实际信息的兼容性。系统弹性的定义是,尽管系统中存在并增加了错误代理,但保持信息一致性的能力。在此背景下,我们提出了一种新的基于信任的机制来检测有缺陷的代理,并提出了一种自组织的方法来指导沟通,限制系统中欺骗性信息的传播,从而减少其对集体信息收集过程的影响。
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Combining Trust and Self-Organization for Robust Maintaining of Information Coherence in Disturbed MAS
This paper addresses the issue of maintaining information coherence and its robustness in a multi-agent system (MAS), that collectively gathers information from distributed sources and where some sources may be defective (deliberately or not). In this context, the collective information gathered by the system is a progressive (non linear) aggregation of information collected individually by each agent. Therefore, each agent has direct information (collected by itself) and indirect information (obtained through communication with other agents). System coherence is defined by compatibility of collectively collected information about the explored environment with actual information of the environment. System resilience is defined by the capacity to maintain information coherence, despite the existence and increase of faulty agents within the system. In this context, we propose a new trust-based mechanism to detect defective agents and a self-organizational approach to act as a guide in communication and limit the dissemination of deceitful information in the system, thus reducing its impact on the process of collective information gathering.
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