DocumentCode :
3252408
Title :
On optimal periodic sensor scheduling for field estimation in wireless sensor networks
Author :
Sijia Liu ; Fardad, Mohammad ; Masazade, Engin ; Varshney, Pramod K.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Syracuse Univ., Syracuse, NY, USA
fYear :
2013
fDate :
3-5 Dec. 2013
Firstpage :
137
Lastpage :
140
Abstract :
We consider the problem of finding the optimal time-periodic sensor schedule for field estimation in wireless sensor networks. The sensors are subject to resource constraints in the form of a limit on the number of times each sensor can be activated over one period. A correspondence between active sensors and the nonzero columns of the estimator gain matrix is established. We formulate an optimization problem which seeks the optimal periodic estimator gain matrix that minimizes the error covariance over one period, subject to the sensor resource constraints. The optimization problem is combinatorial in nature, and we apply the alternating direction method of multipliers (ADMM) to find its locally optimal solutions. Numerical results are provided to illustrate the effectiveness of the proposed method.
Keywords :
estimation theory; scheduling; wireless sensor networks; active sensors; alternating direction method of multipliers; estimator gain matrix; field estimation; nonzero columns; optimal periodic sensor scheduling; resource constraints; wireless sensor networks; Covariance matrices; Equations; Estimation; Frequency measurement; Optimization; Schedules; Silicon;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Global Conference on Signal and Information Processing (GlobalSIP), 2013 IEEE
Conference_Location :
Austin, TX
Type :
conf
DOI :
10.1109/GlobalSIP.2013.6736834
Filename :
6736834
Link To Document :
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