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MVDR algorithm based on sample selection strategy

  • School of Electronics and Information Engineering, Harbin Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The MVDR (Minimum Variance Distortionless Response) algorithm is a classic Wiener filtering method used for beamforming in array signal processing. In a one-dimensional linear array high-frequency ground wave radar system, it can be employed to suppress various types of ionospheric clutter. A key step in suppression is the use of maximum likelihood estimation (MLE) to estimate the ionospheric clutter covariance matrix. However, MLE typically assumes that samples are independently and identically distributed (i.i.d.). Traditional MVDR algorithms estimate the clutter covariance matrix using all samples, which may not satisfy the i.i.d. condition. Therefore, this paper proposes two new sample selection strategies for choosing i.i.d. samples. One strategy utilizes the KL(Kullback-Leibler) divergence method from information geometry, while the other employs the weighted correlation coefficient method. Simulation results demonstrate that both new algorithms effectively suppress ionospheric clutter.

Original languageEnglish
Title of host publicationFifth International Conference on Signal Processing and Computer Science, SPCS 2024
EditorsHaiquan Zhao, Lei Chen
PublisherSPIE
ISBN (Electronic)9781510686724
DOIs
StatePublished - 2025
Externally publishedYes
Event5th International Conference on Signal Processing and Computer Science, SPCS 2024 - Harbin, China
Duration: 23 Aug 202425 Aug 2024

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume13442
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

Conference5th International Conference on Signal Processing and Computer Science, SPCS 2024
Country/TerritoryChina
CityHarbin
Period23/08/2425/08/24

Keywords

  • KL divergence
  • MVDR
  • Weighted correlation coefficient

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