Waveform Design Using Cauchy–Schwarz Divergence for Target Detection

Instead of maximizing the detection probability, an information-theoretic waveform design method using Cauchy-Schwarz Divergence (CSD) between the probability density functions of the two hypotheses (viz., the target is present/absent) is proposed for improving the target detection performance. A Minorization-Maximization (MM) approach is introduced to deal with the non-convex waveform optimization problem under the energy constraint. Numerical results demonstrate the feasibility and effectiveness of the proposed algorithm.

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Publication Details

Journal
IEEE Signal Processing Letters
Published
2025-01-01
DOI
https://doi.org/10.1109/lsp.2025.3558864
Citations
1
Primary Topic
Advanced SAR Imaging Techniques
Type
article
Field-Weighted Citation Impact
4.99
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Waveform Design Using Cauchy–Schwarz Divergence for Target Detection

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IEEE Signal Processing Letters
Advanced SAR Imaging Techniques
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article

Waveform Design Using Cauchy–Schwarz Divergence for Target Detection

Mengdi Bai, Chang Luo, Yaowen Fu, Wei Yang, Ruofeng Yu
article en
1 citations

Abstract

Instead of maximizing the detection probability, an information-theoretic waveform design method using Cauchy-Schwarz Divergence (CSD) between the probability density functions of the two hypotheses (viz., the target is present/absent) is proposed for improving the target detection performance. A Minorization-Maximization (MM) approach is introduced to deal with the non-convex waveform optimization problem under the energy constraint. Numerical results demonstrate the feasibility and effectiveness of the proposed algorithm.

IEEE Signal Processing LettersVol. 32
National University of Defense Technology (CN)
Openalex Percentile: Top 7%
Advanced SAR Imaging Techniques
4.99
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