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Promoting cooperation in multi agent systems through fuzzy social plasticity

机译:通过模糊的社会可塑性促进多主体系统中的合作

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In multi agent systems, agents are supposed to be aware of each other and need to cooperate with their neighboring agents in order to reach their objectives. However, there may be some selfish agents that reject cooperation due to the cost of performing the requested task, even while taking benefit from network resources and using intermediate agents to send their requests. The existence of these nodes cannot be ignored; and system efficiency can significantly deteriorate as the number of such nodes increases. Thus, a special mechanism is needed in order to confront them. Here, local structural update based on fuzzy social plasticity is proposed to persuade cooperative behavior. In this mechanism, relationships with non-cooperative agents are disconnected and the more cooperative ones, i.e. those with a trusting history for cooperation, and closer agents are preferred for the chain of relationship by a fuzzy logic heuristic. The proposed strategy intensifies cooperation by diminishing the impact of non-cooperation and reinforcing that of the cooperation. The strategy is evaluated on some random networks with different cooperation rates. Results confirm increased network cooperation, even when the majority of the agents are non-cooperative.
机译:在多代理系统中,代理应该相互了解,并且需要与其相邻的代理合作才能达到其目标。但是,即使是从网络资源中受益并使用中间代理发送其请求,也可能由于执行所请求任务的成本而导致某些自私的代理拒绝合作。这些节点的存在不容忽视。随着此类节点数量的增加,系统效率可能会大大降低。因此,需要一种特殊的机制来对付它们。在此,提出了基于模糊社会可塑性的局部结构更新来说服合作行为。在这种机制中,与非合作主体的关系被断开,并且更合作的主体,即具有信任的合作历史的主体,并且通过模糊逻辑启发式,更紧密的代理对于关系链而言是优选的。拟议的战略通过减少不合作的影响并加强合作的影响来加强合作。该策略是在一些具有不同合作率的随机网络上进行评估的。即使大多数代理商不合作,结果也证实了网络合作的增加。

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