Title :
Sleep Scheduling Based on Probabilistic Detection Model for Wireless Sensor Networks
Author :
Jia, Jie ; Yu, Ruiyun ; Li, Jie ; Zhao, Linliang ; Chang, Guiran
Author_Institution :
Coll. of Inf. Sci. & Eng., Northeastern Univ., Shenyang, China
Abstract :
Energy efficiency is a critical consideration in the design of low cost sensor networks. This paper studies the problem of extending the lifetime of the sensor networks as far as possible while maintaining the quality of network coverage. A systematical analysis on the relationship between the network lifetime and cover sets alternation is given, and by introducing the concept of time weight factor, the network lifetime maximization model is presented. Through the introduction of the solution granularity DeltaT, the network lifetime optimization problem is transformed into the maximization of cover sets. A solution based on NSGA-II is proposed. Compared with the previous method, which has the additional requirement that the cover sets being disjoint and results in a large number of unused nodes, our algorithm allows the sensors to participate in multiple cover sets, and thus makes fuller use of the whole sensor nodes to further increase the network lifetime. Simulation results are presented to verify these approaches.
Keywords :
probability; quality of service; scheduling; signal detection; telecommunication network reliability; wireless sensor networks; energy efficiency; multiple cover sets; network coverage quality; network lifetime maximization model; probabilistic detection model; sensor network lifetime optimization problem; sleep scheduling; systematical analysis; wireless sensor network design; Algorithm design and analysis; Computer networks; Design engineering; Educational institutions; Energy consumption; Hybrid intelligent systems; Information science; Maintenance engineering; Processor scheduling; Wireless sensor networks; energy efficient; probabilistic detection model; sleep scheduling; wireless sensor network;
Conference_Titel :
Hybrid Intelligent Systems, 2009. HIS '09. Ninth International Conference on
Conference_Location :
Shenyang
Print_ISBN :
978-0-7695-3745-0
DOI :
10.1109/HIS.2009.161