OPTIMAL DATA FUSION OF CORRELATED LOCAL DECISIONS IN MULTIPLE SENSOR DETECTION SYSTEMS

被引:126
|
作者
KAM, MS
ZHU, Q
GRAY, WS
机构
[1] Dept of Electrical and Computer Engineering, Drexel University, Philadelphia
关键词
D O I
10.1109/7.256317
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Recently, Chair and Varshney have solved the data fusion problem for fixed binary local detectors with statistically independent decisions. We generalize their solution by using the Bahadur-Lazarsfeld expansion of probability density functions. The optimal data fusion rule is developed for correlated local binary decisions, in terms of the conditional correlation coefficients of all orders. We show that when all these coefficients are zero, the rule coincides with the original Chair-Varshney design.
引用
收藏
页码:916 / 920
页数:5
相关论文
共 50 条
  • [21] Multiple Sensor Data Fusion as a Key Function in Surveillance Systems
    Koch, Wolfgang
    IT-INFORMATION TECHNOLOGY, 2005, 47 (02): : 79 - 86
  • [22] Data fusion by optimal sensor switching
    Skafidas, E
    Evans, RJ
    Logothetis, A
    ADFS-96 - FIRST AUSTRALIAN DATA FUSION SYMPOSIUM, 1996, : 111 - 113
  • [23] PSO for constrained optimization: Optimal power scheduling for correlated data fusion in wireless sensor networks
    Wimalajeewa, Thakshila
    Jayaweera, Sudharman K.
    2007 IEEE 18TH INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, VOLS 1-9, 2007, : 3097 - 3101
  • [24] Optimal power scheduling for correlated data fusion in wireless sensor networks via constrained PSO
    Wimalajeewa, Thakshila
    Jayaweera, Sudhannan K.
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2008, 7 (09) : 3608 - 3618
  • [25] Perspectives on AI-driven systems for multiple sensor data fusion
    Koch, Wolfgang
    TM-TECHNISCHES MESSEN, 2023, 90 (03) : 166 - 176
  • [26] Scalable data and sensor fusion via multiple agent hybrid systems
    Kohn, W
    Nerode, A
    Remmel, JB
    HYBRID SYSTEMS V, 1999, 1567 : 122 - 141
  • [27] Optimal Sensor Data Fusion Architecture for Object Detection in Adverse Weather Conditions
    Pfeuffer, Andreas
    Dietmayer, Klaus
    2018 21ST INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2018, : 2588 - 2595
  • [28] Sensor Data Fusion for Multiple Configurations
    Sandblom, Fredrik
    Sorstedt, Joakim
    2014 IEEE INTELLIGENT VEHICLES SYMPOSIUM PROCEEDINGS, 2014, : 1325 - 1331
  • [29] Distributed detection of a nuclear radioactive source using fusion of correlated decisions
    Sundaresan, Ashok
    Varshney, Pramod K.
    Rao, Nageswara S. V.
    2007 PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION, VOLS 1-4, 2007, : 1320 - +
  • [30] Optimal data encoding and fusion in sensor networks
    Zherlitsyn, Gleb
    Matveev, Alexey
    2009 IEEE CONTROL APPLICATIONS CCA & INTELLIGENT CONTROL (ISIC), VOLS 1-3, 2009, : 666 - 670