Index Policies for Real-Time Multicast Scheduling for Wireless Broadcast Systems

V. Raghunathan, V. Borkar, M. Cao, P. Kumar
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引用次数: 67

Abstract

Motivated by the increasing usage of wireless broadcast networks for multicast real-time applications like video, this paper considers a canonical real-time multicast scheduling problem for a wireless broadcast LAN. A wireless access point (AP) has N latency-sensitive flows, each associated with a deadline and a multicast group of receivers that desire to receive all the packets successfully by their corresponding deadlines. We consider periodic and one-shot models of real-time arrivals. The channel from the AP to each receiver is a wireless erasure channel, independent across users and slots. We wish to find a communication strategy that minimizes the total deadlines missed across all receivers, where a receiver counts a miss if it does not receive a packet by its deadline. We cast this problem as a restless bandit in stochastic control. We use Whittle's relaxation framework for restless bandits to establish Whittle-indexability for multicast realtime scheduling under the assumption of complete feedback from all receivers in every slot. For the Whittle relaxation, we show that for each flow, the AP's decision between transmitting in a slot and idling has a threshold structure. For the homogeneous case where the erasure channel to each receiver is identically distributed with parameter p, the Whittle index of a flow is xi(1 - p) , where xi is the number of receivers who have yet to receive the current packet of flow i. For the general heterogeneous case in which the erasure channel to receiver j has loss probability pj, the Whittle index corresponding to each flow is Sigmaj (1- pj), where the sum is over all multicast receivers who are yet to receive the packet. We bound the performance of the optimal Whittle relaxation with respect to the optimal wireless multicast real-time scheduler. The heuristic index policy that schedules the flow with the maximum Whittle index in each slot is simple. To relax the complete feedback assumption, we design a scalable mechanism based on statistical estimation theory that obtains the required feedback from all the receivers using a single ACK per packet transmission. The resultant policy is amenable to low-complexity implementation.
无线广播系统实时组播调度的索引策略
由于无线广播网络在视频等多播实时应用中的应用越来越广泛,本文研究了无线广播局域网中一个典型的实时多播调度问题。无线接入点(AP)有N个延迟敏感流,每个流都与一个截止日期和一个多播接收器组相关联,这些接收器组希望在相应的截止日期前成功接收所有数据包。我们考虑实时到达的周期性和一次性模型。从AP到每个接收器的信道是一个无线擦除信道,独立于用户和槽。我们希望找到一种通信策略,使所有接收方错过的总截止日期最小化,如果接收方在截止日期前没有收到数据包,则计算错过。我们把这个问题看作是随机控制中的一个不安分的强盗。在每个时隙中所有接收端完全反馈的假设下,利用Whittle的松弛框架建立了多播实时调度的Whittle可索引性。对于Whittle松弛,我们表明,对于每个流,AP在时隙传输和空转之间的决策具有阈值结构。我们将最优Whittle松弛的性能与最优无线组播实时调度绑定。启发式索引策略在每个槽位中使用最大惠特尔索引来调度流,这种策略很简单。为了放宽完全反馈假设,我们设计了一种基于统计估计理论的可扩展机制,该机制在每个数据包传输中使用单个ACK从所有接收器获得所需的反馈。所得到的策略适用于低复杂度的实现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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