Adaptive Threshold Selection for Collaborative Target Tracking

被引:0
作者
Liu, Chunxiang [1 ]
Liu, Zhigang [2 ]
机构
[1] Northeastern Univ, Sch Comp Sci & Engn, Shenyang 110819, Liaoning, Peoples R China
[2] Northeastern Univ, Inst Engn Optimizat & Smart Antenna, Qinhuangdao 066004, Peoples R China
来源
PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON AUTOMATION, MECHANICAL CONTROL AND COMPUTATIONAL ENGINEERING (AMCCE 2017) | 2017年 / 118卷
关键词
Wireless Sensor Networks; adaptive threshold selection; detection; tracking; WIRELESS SENSOR NETWORKS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A uniform threshold is not reasonable as a faraway sensor can hardly get the same signal strength as that of a near one from the target. To cope with this problem, we give an adaptive threshold selection (ATS) algorithm, in which we construct the minimum error probability cost function based on the probability of false positive and false negative of sensor nodes, and calculate the optimal detection threshold to select the nodes that attend in target tracking. The simulation results show that the proposed algorithm improves the tracking accuracy while reducing the network energy consumption.
引用
收藏
页码:342 / 346
页数:5
相关论文
共 11 条
  • [1] [Anonymous], 2004, Wireless Sensor Networks, First Edition: An Information Processing Approach
  • [2] Bar-Shalom Y., 2001, ESTIMATION APPL TRAC
  • [3] Gupta G., 2003, WIRELESS COMMUNICATI
  • [4] Adaptive sampling for energy-efficient collaborative multi-target tracking in wireless sensor networks
    Hamouda, Y. E. M.
    Phillips, C.
    [J]. IET WIRELESS SENSOR SYSTEMS, 2011, 1 (01) : 15 - 25
  • [5] Jiang Z., 2012, MICROCOMPUTER APPL, V31, P55
  • [6] ftTRACK: Fault-Tolerant Target Tracking in Binary Sensor Networks
    Laoudias, Christos
    Michaelides, Michalis P.
    Panayiotou, Christos G.
    [J]. ACM TRANSACTIONS ON SENSOR NETWORKS, 2014, 10 (04)
  • [7] Lewis F.L., 1986, OPTIMAL ESTIMATION
  • [8] Ristic B., 2004, IEEE AERO EL SYS MAG, V19, P37, DOI [10.1109/MAES.2004.1346848, DOI 10.1109/MAES.2004.1346848]
  • [9] Energy-efficient DSPs for wireless sensor networks
    Wang, A
    Chandrakasan, A
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2002, 19 (04) : 68 - 78
  • [10] Wang T., 2016, Information Technology, V2016, P1, DOI [10.13274/j.cnki.hdzj.2016.08.001, DOI 10.13274/J.CNKI.HDZJ.2016.08.001]