Primal-dual method for robust spectral estimation of complex valued sequences

  • Authors:

  • Donald Day

  • Affiliations:

  • The Johns Hopkins University, Applied Physics Laboratory, Laurel, MD

  • Venue:
  • Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
  • Year:
  • 2009

Quantified Score

Hi-index 0.00

Visualization

Abstract

A primal-dual method for estimating the spectrum of a complex sequence is provided that minimizes the lp norm of the complex spectrum for 12 norm spectral estimate. The optimization of the dual problem converges quickly in a small number of gradient search steps, providing solutions to large problems in very short time. Examples are provided that demonstrate the narrow, spiky nature of the spectrum, the reduced spectral leakage, and robustness to unevenly sampled data.