A Power Control Mechanism for Sensor Node Based on Dynamic Programming

Somayeh Kianpisheh, Nasrolah Moghadam Charkari
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引用次数: 6

Abstract

Reducing energy consumption is one of the key challenges in sensor networks. Lots of researches have tried to turn the nodes off when not needed to reduce energy consumption. In this paper, we propose a mechanism which dynamically turns on/off different components of the node to conserve energy while maintaining required performance. We model power management problem in a sensor node as an average reward MDP and solve it using dynamic programming. We prove that the MDP is communicating and we use communicating policy iteration algorithm to compute the optimal policy. Simulation results show our approach conserves more energy than always on policy while reaches to the same amount of utility.
基于动态规划的传感器节点功率控制机制
降低能耗是传感器网络面临的关键挑战之一。许多研究都试图在不需要的时候关闭节点以减少能源消耗。在本文中,我们提出了一种机制,可以动态地打开/关闭节点的不同组件,以节省能源,同时保持所需的性能。将传感器节点中的电源管理问题建模为平均奖励MDP,并采用动态规划方法求解。我们证明了MDP是通信的,并使用通信策略迭代算法来计算最优策略。仿真结果表明,在达到相同效用的情况下,我们的方法比以往的策略节省了更多的能量。
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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