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Stochastic Routing and Scheduling Policies for Energy Harvesting Communication Networks

机译:能量收集的随机路由和调度策略   通信网络

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摘要

In this paper, we study the joint routing-scheduling problem in energyharvesting communication networks. Our policies, which are based on stochasticsubgradient methods on the dual domain, act as an energy harvesting variant ofthe stochastic family of backpresure algorithms. Specifically, we propose twopolicies: (i) the Stochastic Backpressure with Energy Harvesting (SBP-EH), inwhich a node's routing-scheduling decisions are determined by the differencebetween the Lagrange multipliers associated to their queue stabilityconstraints and their neighbors'; and (ii) the Stochastic Soft Backpressurewith Energy Harvesting (SSBP-EH), an improved algorithm where therouting-scheduling decision is of a probabilistic nature. For both policies, weshow that given sustainable data and energy arrival rates, the stability of thedata queues over all network nodes is guaranteed. Numerical results corroboratethe stability guarantees and illustrate the minimal gap in performance that ourpolicies offer with respect to classical ones which work with an unlimitedenergy supply.
机译:在本文中,我们研究了能量收集通信网络中的联合路由—调度问题。我们的策略基于双域上的随机次梯度方法,是反向压力算法随机族的能量收集变体。具体来说,我们提出了两种策略:(i)带能量收集的随机背压(SBP-EH),其中节点的路由调度决策由与队列稳定性约束相关联的拉格朗日乘数与邻居的拉格朗日乘数之间的差确定; (ii)带有能量收集的随机软背压(SSBP-EH),一种改进的算法,其中路由调度决策具有概率性。对于这两种策略,我们都表明在给定可持续数据和能量到达率的情况下,可以保证所有网络节点上数据队列的稳定性。数值结果证实了稳定性保证,并说明了我们的政策相对于使用无限能源的经典政策所能提供的最小性能差距。

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