Relay Selection in Wireless Networks as Restless Bandits

IF 3.3
IEEE Networking Letters Pub Date : 2026-01-01 Epub Date: 2026-02-27 DOI:10.1109/LNET.2026.3668871
Mandar R. Nalavade;Ravindra S. Tomar;Gaurav S. Kasbekar
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Abstract

We consider a wireless network in which a source node needs to transmit a large file to a destination node. The direct wireless link between the source and the destination is assumed to be blocked. Multiple candidate relays are available to forward packets from the source to the destination. A holding cost is incurred for each packet stored at every relay in each time slot. The objective is to design a policy for selecting a relay in each time slot to which the source attempts to send a packet, so as to minimize the expected long-run time-averaged total packet holding cost at the relays. This problem is an instance of the restless multi-armed bandit (RMAB) problem, which is provably hard to solve. We establish the Whittle indexability of this relay selection problem and propose a computationally efficient policy to compute the Whittle index of each relay in every time slot. In each time slot, our relay selection policy transmits a packet to the relay with the smallest Whittle index. Using simulations, we show that our proposed policy outperforms several relay selection policies proposed in prior work in terms of the average cost, delay, as well as throughput.
无线网络中的中继选择如同不安宁的强盗
我们考虑一个无线网络,其中源节点需要将一个大文件传输到目标节点。假定源和目的之间的直接无线链路被阻塞。有多个候选中继可用于将数据包从源转发到目的。在每个时隙中,每个中继上存储的每个包都有保持成本。目标是设计一种策略,用于在每个时隙中选择一个中继,源试图向其发送数据包,以便最小化中继上预期的长期运行时间平均总数据包保持成本。这个问题是一个不安分的多臂强盗(RMAB)问题的例子,这是一个很难解决的问题。建立了该中继选择问题的Whittle索引性,并提出了一种计算效率高的策略来计算每个时隙中每个中继的Whittle索引。在每个时隙中,我们的中继选择策略向具有最小惠特尔索引的中继发送数据包。通过仿真,我们表明我们提出的策略在平均成本、延迟和吞吐量方面优于先前工作中提出的几种中继选择策略。
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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