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Priority-Based Dynamic Resource Allocation Scheme in Network Slicing

机译:网络切片中基于优先的动态资源分配方案

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In the network slicing environment, if insufficient resource is allocated to a resource-hungry slice (e.g., ultrareliable low latency communication (URLLC)), its quality of service (QoS) can be significantly degraded. In this paper, we propose a priority-based dynamic resource allocation scheme (PDRAS) where the resource management agent maintains some information such as priorities and demand profiles of slices. Based on these information, the agent dynamically allocates resources to slices. To maximize QoS of slices while maintaining the total amount of allocated resources below a certain level, a constrained Markov decision process (CMDP) problem is formulated and the optimal allocation policy is achieved by linear programming (LP). Extensive evaluation results are given to demonstrate the effectiveness of PDRAS with the optimal policy compared to that of other schemes in terms of QoS and the efficiency of the resource usage.
机译:在网络切片环境中,如果资源不足地分配给资源饥饿的切片(例如,Uterrable低延迟通信(URLLC)),其服务质量(QoS)可以显着降低。在本文中,我们提出了基于优先的动态资源分配方案(PDRAS),其中资源管理代理维护了一些信息,例如切片的优先级和需求配置文件。基于这些信息,代理动态地将资源分配给切片。为了最大化切片的QoS,同时保持分配资源的总量低于一定级别,制定了约束的马尔可夫决策过程(CMDP)问题,并通过线性编程(LP)实现了最佳分配策略。提供了广泛的评估结果,以证明PDRAS与最佳政策的有效性与其他方案的QoS和资源使用效率相比。

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