IEEE Access (Jan 2017)

Signal Restoration Combining Modified Tikhonov Regularization and Preconditioning Technology

  • Hong-Xia Dou,
  • Hou-Biao Li,
  • Qing-Yu Fan,
  • Yi-Cheng Chen

DOI
https://doi.org/10.1109/ACCESS.2017.2767702
Journal volume & issue
Vol. 5
pp. 24275 – 24283

Abstract

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The purpose of signal restoration is to acquire a clean signal from the degraded signal which contains blur and noise. In this paper, a modified Tikhonov regularization method based on the standard Tikhonov regularization matrix is proposed, and the corresponding preconditioner is designed to accelerate the convergence of the proposed algorithm. The proposed method shows the best performance than several competitive methods. In addition, the convergence speed is improved significantly.

Keywords