A Modified Newton Method Formulation for Microwave Imaging


Bilgin E., Doğu S., Cosgun S., Çayören M.

2020 Asia-Pacific Microwave Conference, APMC 2020, Virtual, Hong Kong, hkg, 8 - 11 Aralık 2020, cilt.2020-December, ss.1057-1059 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası: 2020-December
  • Doi Numarası: 10.1109/apmc47863.2020.9331454
  • Basıldığı Şehir: Virtual, Hong Kong
  • Basıldığı Ülke: hkg
  • Sayfa Sayıları: ss.1057-1059
  • Anahtar Kelimeler: inverse scattering, microwave imaging, Newton methods, quantitative techniques
  • İstanbul Teknik Üniversitesi Adresli: Evet

Özet

© 2020 IEEE.A new variant of Newton type methods has been developed for quantitative microwave imaging. To deal with the ill-posedness of the inverse problems, standard Newton type methods involve a linearization of the so called data equation using the Fréchet derivative with respect to the contrast function. Here, the formulation is expanded to include the object equation, therefore, the formulation seeks to reduce the errors in both the data and the object equations. While this modification does not remove the need to solve forward problem at each step, it nevertheless significantly improves convergence rate and the performance. To assess the efficiency of the proposed technique, numerical simulations with synthetic and experimental data have been carried out. The results demonstrate that the proposed variant outperforms the standard Newton method, and shows comparable performance to the contrast source inversion (CSI) algorithm with fewer iterations.