DOA Estimation of Coherent Sources Using QPSO in WSN

被引:2
|
作者
Prasad, M. Shree [1 ]
Panigrahi, Trilochan [1 ]
机构
[1] Natl Inst Technol Goa, Dept ECE, Farmagudi, Goa, India
关键词
Wireless sensor network; Quantum particle swarm optimization; DOA estimation; Correlated source localization; OF-ARRIVAL ESTIMATION; SIGNALS;
D O I
10.1007/978-981-10-7395-3_60
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Here we formulate the problem of direction of arrival (DOA) estimation of correlated sources when single snapshot is available in wireless sensor network (WSN). A computationally inexpensive fitness function is used instead of maximum likelihood for DOA estimation of correlated signals. In order to achieve faster convergence, the quantum particle swarm optimization (QPSO) algorithm is proposed to optimize the cost function. The performance of QPSO is analyzed and compared with particle swarm optimization (PSO). Simulation results indicate that the QPSO algorithm provides better estimation accuracy and faster convergence rate compared to PSO algorithm.
引用
收藏
页码:539 / 546
页数:8
相关论文
共 50 条
  • [1] DOA estimation for coherent sources in beamspace using spatial smoothing
    Yang, YX
    Wan, CR
    Sun, C
    Wang, Q
    ICICS-PCM 2003, VOLS 1-3, PROCEEDINGS, 2003, : 1028 - 1032
  • [2] Blind estimation of DOA's of coherent sources
    Tsinghua Univ, Beijing, China
    International Conference on Signal Processing Proceedings, ICSP, 1998, 1 : 327 - 330
  • [3] Blind estimation of DOA's of coherent sources
    Ma, CL
    Peng, YN
    Tian, LS
    ICSP '98: 1998 FOURTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1998, : 327 - 330
  • [4] A Robust Algorithm for DOA Estimation of Coherent Sources with UCA
    Tian, Ye
    Huang, Yonghui
    Zhang, Xiaoxu
    Lin, Meiyan
    APPLIED COMPUTATIONAL ELECTROMAGNETICS SOCIETY JOURNAL, 2022, 37 (06): : 692 - 701
  • [5] APPLICATION OF SPATIAL FILTERS TO DOA ESTIMATION OF COHERENT SOURCES
    MOGHADDAMJOO, A
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (01) : 221 - 224
  • [6] DOA Estimation of Cyclostationary Signals in the Presence of Coherent Sources
    Liu Xue-liang
    Guo Yan
    Li Ning
    Wang Jin-long
    ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 341 - +
  • [7] Equation method for DOA estimation of complete coherent sources
    Lei, ZD
    Huang, XK
    Zhang, SJ
    ICSP '96 - 1996 3RD INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1996, : 473 - 476
  • [8] Deep Autoencoders for DOA Estimation of Coherent Sources using Imperfect Antenna Array
    Ahmed, Aya Mostafa
    Eissa, Omar
    Sezgin, Aydin
    2020 THIRD INTERNATIONAL WORKSHOP ON MOBILE TERAHERTZ SYSTEMS (IWMTS), 2020,
  • [9] Improved SVD Algorithm for DOA Estimation of Coherent Signal Sources
    Ji Zheng-yan
    Chen Hui
    Zhang Jia-jia
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 5212 - 5217
  • [10] DOA Estimation of Coherent Sources under Small Number of Snapshots
    Liu, Lei
    Diao, Ming
    IAEDS15: INTERNATIONAL CONFERENCE IN APPLIED ENGINEERING AND MANAGEMENT, 2015, 46 : 211 - 216