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Advanced Sparsity-Driven Models and Methods for Radar Applications

Language EnglishEnglish
Book Hardback
Book Advanced Sparsity-Driven Models and Methods for Radar Applications Gang Li
Libristo code: 33050791
Publishers SCITECH PUB, January 2021
This book introduces advanced sparsity-driven models and methods and their applications in radar tas... Full description
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This book introduces advanced sparsity-driven models and methods and their applications in radar tasks such as detection, imaging and classification. Compressed sensing (CS) is one of the most active topics in the signal processing area. By exploiting and promoting the sparsity of the signals of interest, CS offers a new framework for reducing data without compromising the performance of signal recovery, or for enhancing resolution without increasing measurements.

An introductory chapter outlines the fundamentals of sparse signal recovery. The following topics are then systematically and comprehensively addressed: hybrid greedy pursuit algorithms for enhancing radar imaging quality; two-level block sparsity model for multi-channel radar signals; parametric sparse representation for radar imaging with model uncertainty; Poisson-disk sampling for high-resolution and wide-swath SAR imaging; when advanced sparse models meet coarsely quantized radar data; sparsity-aware micro-Doppler analysis for radar target classification; and distributed detection of sparse signals in radar networks via locally most powerful test. Finally, a concluding chapter summarises key points from the preceding chapters and offers concise perspectives.

The book focuses on how to apply the CS-based models and algorithms to solve practical problems in radar, for the radar and signal processing research communities.

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About the book

Full name Advanced Sparsity-Driven Models and Methods for Radar Applications
Author Gang Li
Language English
Binding Book - Hardback
Date of issue 2021
Number of pages 272
EAN 9781839530753
ISBN 1839530758
Libristo code 33050791
Publishers SCITECH PUB
Weight 590
Dimensions 163 x 239 x 18
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