Sum throughput maximization in a slotted Aloha network with energy harvesting nodes

Masoumeh Moradian, Farid Ashtiani
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引用次数: 11

Abstract

In this paper, we propose distributed static and dynamic optimal policies in a random access environment, comprised of energy harvesting (EH) nodes, in order to maximize the sum throughput. In static approach, each EH node exploits an optimal constant power to transmit its packets. However in dynamic one, the EH nodes adjust their transmission powers based on their network information, leading to exploit variable transmission powers. In static algorithm, the maximization is done through modeling energy buffer of EH nodes by a two-dimensional discrete time Markov chain which includes the effect of on-line charging and limited energy buffer. However, in dynamic approach, the variable power is allotted to EH nodes through modeling the problem as a Markov decision process. We observe that dynamic approach outperforms the static one by suitable management of collisions and available energy. Simulation results confirm our analytical approach.
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带能量收集节点的开槽Aloha网络的总吞吐量最大化
本文提出了一种由能量收集(EH)节点组成的随机访问环境下的分布式静态和动态最优策略,以最大限度地提高总吞吐量。在静态方法中,每个EH节点利用最优的恒定功率来传输其数据包。而在动态环境中,EH节点根据自身的网络信息来调整其传输功率,从而开发出可变传输功率。在静态算法中,利用二维离散时间马尔可夫链对EH节点的能量缓冲进行建模,其中考虑了在线充电和有限能量缓冲的影响。然而,在动态方法中,通过将问题建模为马尔可夫决策过程,将可变功率分配给EH节点。我们观察到动态方法通过对碰撞和可用能量的适当管理优于静态方法。仿真结果证实了我们的分析方法。
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