Sensor Management Under Tracking Accuracy and Energy Constraints in Wireless Sensor Networks

被引:10
作者
Zoghi, M. R. [1 ]
Kahaei, M. H. [2 ]
机构
[1] Univ Kashan, Fac Engn, Dept Elect Engn, Kashan, Iran
[2] Iran Univ Sci & Technol, Tehran, Iran
关键词
Wireless sensor networks; Sensor selection; Target tracking; NODE SELECTION; LOCALIZATION;
D O I
10.1007/s13369-012-0207-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, we consider the problem of sensor selection in wireless sensor networks for target tracking, subject to limited energy consumption and a given tracking accuracy. A cost function is derived for this purpose based on the geometrical dilution of precision for the power measurement sensors. Then, a new adaptive method is proposed, in which the number of active sensors is adaptively determined based on the energy consumption and tracking error constraints, and the best topology of the active set is selected based on the closest sensor with replacement (CSWR) method. Simulation results show that the proposed sensor selection problem is effective in terms of balancing the tradeoff between energy consumption and tracking accuracy. Also, the CSWR algorithm is near optimal and its computational burden is comparable with the suboptimum algorithms.
引用
收藏
页码:721 / 734
页数:14
相关论文
共 17 条
[1]   Wireless sensor networks: a survey [J].
Akyildiz, IF ;
Su, W ;
Sankarasubramaniam, Y ;
Cayirci, E .
COMPUTER NETWORKS, 2002, 38 (04) :393-422
[2]  
Bar-Shalom Yaakov., 1993, ESTIMATION TRACKING
[3]  
BURNE RA, 2001, P SPIE, V4393
[4]   Distributed particle filters for sensor networks [J].
Coates, M .
IPSN '04: THIRD INTERNATIONAL SYMPOSIUM ON INFORMATION PROCESSING IN SENSOR NETWORKS, 2004, :99-107
[5]   A Novel Node Selection Method of Bearings-only Sensors for Target Tracking in Wireless Sensor Networks [J].
Han, Ying ;
Zhao, Wei .
2009 WRI INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND MOBILE COMPUTING: CMC 2009, VOL I, 2009, :136-140
[6]   An application-specific protocol architecture for wireless microsensor networks [J].
Heinzelman, WB ;
Chandrakasan, AP ;
Balakrishnan, H .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2002, 1 (04) :660-670
[7]   Sensor Selection via Convex Optimization [J].
Joshi, Siddharth ;
Boyd, Stephen .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (02) :451-462
[8]   Optimum geometry selection for sensor fusion [J].
Kadar, I .
SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION VII, 1998, 3374 :96-107
[9]  
Kaplan LM, 2006, IEEE T AERO ELEC SYS, V42, P136, DOI 10.1109/TAES.2006.1603410
[10]   Global node selection for localization in a distributed sensor network [J].
Kaplan, LM .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2006, 42 (01) :113-135