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Communication-free detection of resource conflicts in multi-agent-based cyber-physical systems

机译:基于多代理的网络物理系统中的无通信资源冲突检测

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摘要

Multi-agent approaches can be applied to model behaviour and relations of entities in cyber-physical systems. Here entities frequently compete on insufficient resources (e.g., hardware) at the same time. Hence, resource conflicts between several agents are one of the most important conflict types in such multi-agent systems. These conflicts can significantly slow the operation of a system down, or in the worst case, might lead to a system halt. In this paper, we investigate the challenge of efficiently detecting resource conflicts. For this purpose, we introduce a conflict detection model based on beliefs of BDI agents. One benefit of our approach is that conflicts are detected using local belief state information of agents without communication. For evaluation purposes we apply our conflict detection model to a multi-agent system representing a transportation service with moving robots on a fictitious airport to measure the rate of collisions and completed transportation tasks. The evaluation study showed that the system deploying the conflict detection model can avoid collisions between moving agents and agents execute tasks successfully.
机译:可以将多主体方法应用于网络物理系统中实体的行为和关系模型。在这里,实体经常同时在不足的资源(例如,硬件)上竞争。因此,几个代理之间的资源冲突是这种多代理系统中最重要的冲突类型之一。这些冲突可能会大大降低系统的运行速度,或者在最坏的情况下可能导致系统停机。在本文中,我们研究了有效检测资源冲突的挑战。为此,我们引入了一种基于BDI代理信念的冲突检测模型。我们的方法的好处之一是可以使用代理的本地信任状态信息来检测冲突,而无需进行通信。为了进行评估,我们将冲突检测模型应用于多主体系统,该系统代表虚拟机场中移动机器人的运输服务,以测量碰撞率和完成的运输任务。评估研究表明,部署冲突检测模型的系统可以避免移动的Agent之间的冲突以及Agent成功执行任务。

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