A Generic Model for Optimizing Single-Hop Transmission Policy of Replenishable Sensors

被引:186
作者
Lei, Jing [1 ]
Yates, Roy [1 ]
Greenstein, Larry [1 ]
机构
[1] Rutgers State Univ, Wireless Informat Network Lab, Dept Elect & Comp Engn, New Brunswick, NJ 08902 USA
关键词
Sensor network; energy replenishment; Markov decision process; power control; transmission policy;
D O I
10.1109/TWC.2009.070905
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
Energy harvesting from the working environment has received increasing attention in the research of wireless sensor networks. Recent developments in this area can be used to replenish the power supply of sensors. However, power management is still a crucial issue for such networks due to the uncertainty of stochastic replenishment. In this paper, we propose a generic mathematical framework to characterize the policy for single hop transmission over a replenishable sensor network. Firstly, we introduce a Markov chain model to describe different modes of energy renewal. Then, we derive the optimal transmission policy for sensors with different energy budgets. Depending on the energy status of a sensor and the reward for successfully transmitting a message, we prove the existence of optimal thresholds that maximize the average reward rate. Our results are quite general since the reward values can be made application-specific for different design objectives. Compared with the unconditional transmit-all policy, which transmits every message as long as the energy storage is positive, the proposed optimal transmission policy is shown to achieve significant gains in the average reward rate.
引用
收藏
页码:547 / 551
页数:5
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