AI-AID援助行动控制圈内的互动和冲突管理 6G (Interaction and Conflict Management in AI-assisted Operational Control Loops in 6G)

This paper studies autonomous and AI-assisted control loops (ACLs) in the next generation of wireless networks in the lens of multi-agent environments. We will study the diverse interactions and conflict management among these loops. We propose "interaction and conflict management" (ICM) modules to achieve coherent, consistent and interactions among these ACLs. We introduce three categories of ACLs based on their sizes, their cooperative and competitive behaviors, and their sharing of datasets and models. These categories help to introduce conflict resolution and interaction management mechanisms for ICM. Using Kubernetes, we present an implementation of ICM to remove the conflicts in the scheduling and rescheduling of Pods for different ACLs in networks.

翻译：本文从多试剂环境的角度研究下一代无线网络的自主和AI-辅助控制环(ACLs),我们将研究这些无线网络之间的不同互动和冲突管理; 我们提出“互动和冲突管理”模块,以实现这些ACLs之间的一致、一致和互动; 我们根据其规模、合作和竞争行为以及分享数据集和模型,提出三类无线控制环(ACLs),这些类别有助于引入ICM的冲突解决和互动管理机制。我们利用Kubernets,介绍了执行ICM来消除网络中不同ACLs的Pods时间安排和重新安排的冲突。