Title :
A Power Control Mechanism for Sensor Node Based on Dynamic Programming
Author :
Kianpisheh, Somayeh ; Charkari, Nasrolah Moghadam
Author_Institution :
Electr. Eng. & Comput. Sci. Dept., Tarbiat Modares Univ., Tehran, Iran
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.
Keywords :
Markov processes; dynamic programming; energy consumption; iterative methods; wireless sensor networks; average reward MDP; communicating policy iteration algorithm; dynamic programming; energy consumption; optimal policy; power control mechanism; power management; sensor networks; sensor node; Dynamic programming; Energy consumption; Energy management; Military computing; Monitoring; Power control; Power system management; Telecommunication traffic; Transceivers; Wireless sensor networks; Average reward Markov Decision Process; Wireless sensor network; dynamic programming; power management;
Conference_Titel :
Communication Software and Networks, 2010. ICCSN '10. Second International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-5726-7
Electronic_ISBN :
978-1-4244-5727-4
DOI :
10.1109/ICCSN.2010.30