Vol. 14

Latest Volume
All Volumes
All Issues
2010-04-19

Using Neural Networks for Fault Detection in Planar Antenna Arrays

By Damera Vakula and Nookala Venkata Sarma
Progress In Electromagnetics Research Letters, Vol. 14, 21-30, 2010
doi:10.2528/PIERL10030401

Abstract

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.

Citation


Damera Vakula and Nookala Venkata Sarma, "Using Neural Networks for Fault Detection in Planar Antenna Arrays," Progress In Electromagnetics Research Letters, Vol. 14, 21-30, 2010.
doi:10.2528/PIERL10030401
http://test.jpier.org/PIERL/pier.php?paper=10030401

References


    1. Lee, K. M., R. S. Chu, and S. C. Liu, A built-in performance monitoring/fault isolation and correction (PM/FIC) system for active phased array antennas, IEEE AP-International Symposium, AP-Digest, 206-209, Mi, USA, Jun. 28-Jul. 2, 1993.

    2. Ronen, J. and R. H. Clarke, "Monitoring techniques for phased array antennas," IEEE Transactions on Antennas and Propagation, Vol. 44, No. 12, 1313-1327, Dec. 1985.
    doi:10.1109/TAP.1985.1143531

    3. Bucci, O. M., A. Capozzoli, and G. D'Elia, "Diagnosis of array faults from far field amplitude --- Only data," IEEE Transactions on Antennas and Propagation, Vol. 48, No. 5, 647-652, May 2000.
    doi:10.1109/8.855482

    4. Rodriguez, J. A., F. Ares, H. Palacios, and J. Vassal'lo, "Finding defective elements in planar arrays using genetic algorithms," Progress In Electromagnetics Research, Vol. 29, 25-37, 2000.
    doi:10.2528/PIER00011401

    5. Sarma, N. V. S. N. and D. Vakula, Single fault detection of an array using neural networks, Antenna Measurement Techniques Association Meeting & Symposium (AMTA-2004), 337-339, Stone Mountain GA, USA, Oct. 17-22, 2004.

    6. Vakula, D. and N. V. S. N. Sarma, "A generalized method to diagnose faults in antenna arrays using neural networks," Antenna Measurement Techniques Association Meeting & Symposium (AMTA-2006), 290-292, Austin, Texas, USA, Oct. 22-27, 2006.

    7. Vakula, D. and N. V. S. N. Sarma, Neural network approach to detect multiple faults in antenna arrays, Antenna Measurement Techniques Association Meeting & Symposium (AMTA-2007), St.Lious, USA, Nov. 4-9, 2007.

    8. Vakula, D. and N. V. S. N. Sarma, "Fault diagnosis of planar antenna array using neural networks," Progress In Electromagnetics Research M, Vol. 6, 35-46, 2009.
    doi:10.2528/PIERM09011204

    9. Elliott, R. S., Antenna Theory and Design, Revised Ed., Wiley Interscience, 2003.

    10. Haykin, S., "Neural Networks: A Comprehensive Foundation," Prentice Hall, 1999.