USING NEURAL NETWORKS FOR FAULT DETECTION IN PLANAR ANTENNA ARRAYS

被引:14
|
作者
Vakula, D. [1 ]
Sarma, N. V. S. N. [1 ]
机构
[1] Natl Inst Technol, Warangal 506004, Andhra Pradesh, India
关键词
D O I
10.2528/PIERL10030401
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
A method to diagnose on-off faults in a planar antenna arrays using far field radiation pattern is presented. A systematic approach is suggested for detecting location of faulty elements using Artificial Neural Networks (ANN). Radial Basis Function neural network (RBF) and Probabilistic neural network (PNN) are considered for performance comparison.
引用
收藏
页码:21 / 30
页数:10
相关论文
共 50 条
  • [1] FAULT DIAGNOSIS OF PLANAR ANTENNA ARRAYS USING NEURAL NETWORKS
    Vakula, D.
    Sarma, N. V. S. N.
    [J]. PROGRESS IN ELECTROMAGNETICS RESEARCH M, 2009, 6 : 35 - 46
  • [2] An Adaptive Beamforming Approach Applied to Planar Antenna Arrays Using Neural Networks
    Mallioras, Ioannis
    Zaharis, Zaharias D.
    Lazaridis, Pavlos I.
    Poulkov, Vladimir
    Kantartzis, Nikolaos V.
    Yioultsis, Traianos V.
    [J]. 2022 IEEE INTERNATIONAL BLACK SEA CONFERENCE ON COMMUNICATIONS AND NETWORKING (BLACKSEACOM), 2022, : 293 - 297
  • [3] Fault detection of antenna arrays using infrared thermography
    Muzaffar, Khalid
    Giri, Lalat Indu
    Chatterjee, Krishnendu
    Tuli, Suneet
    Koul, Shiban
    [J]. INFRARED PHYSICS & TECHNOLOGY, 2015, 71 : 464 - 468
  • [4] Beam shaping with antenna arrays using neural networks
    Reza, S
    Christodoulou, CG
    [J]. PROCEEDINGS IEEE SOUTHEASTCON '98: ENGINEERING FOR A NEW ERA, 1998, : 220 - 223
  • [5] Bearing Fault Detection Using Neural Networks
    Hajar, Mayssa
    Khalil, Mohamad
    [J]. 2012 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTATIONAL TOOLS FOR ENGINEERING APPLICATIONS (ACTEA), 2012, : 57 - 60
  • [6] AoA Estimation With Practical Antenna Arrays Using Neural Networks
    Xiao, Yuanzhang
    Yun, Zhengqing
    Iskander, Magdy
    [J]. 2019 IEEE INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION AND USNC-URSI RADIO SCIENCE MEETING, 2019, : 43 - 44
  • [7] Planar antenna arrays for CMB polarization detection
    Chattopadhyay, Goutam
    Kuo, Chao-Lin
    Day, Peter
    Bock, James J.
    Zmuidzinas, Jonas
    Lange, Andrew E.
    [J]. 2007 JOINT 32ND INTERNATIONAL CONFERENCE ON INFRARED AND MILLIMETER WAVES AND 15TH INTERNATIONAL CONFERENCE ON TERAHERTZ ELECTRONICS, VOLS 1 AND 2, 2007, : 179 - +
  • [8] A Method for Diagnosis of Current Faults in Antenna Arrays Using Neural Networks
    Vakula, D.
    Sarma, N. V. S. N.
    [J]. INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING, 2009, 19 (02) : 270 - 276
  • [9] Arcing fault detection using artificial neural networks
    Sidhu, TS
    Singh, G
    Sachdev, MS
    [J]. NEUROCOMPUTING, 1998, 23 (1-3) : 225 - 241
  • [10] Using neural networks for fault detection in a distillation column
    Manssouri, I.
    Chetouani, Y.
    El Kihel, B.
    [J]. INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2008, 32 (03) : 181 - 186