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EBL1061967
Author
Knee, Peter.
Title
Sparse representations for radar with MATLAB examples [electronic resource] / Peter Knee.
Publication Info.
[San Rafael, Calif.] : Morgan & Claypool, c2012.
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Notes
Libraries Electronic Books
ELECTRONIC BOOKS-DDA
AVAIL. ONLINE
Description
1 online resource.
Series
Synthesis digital library of engineering and computer science.
Synthesis lectures on algorithms and software in engineering ; #10. 1938-1735
Note
Part of: Synthesis digital library of engineering and computer science.
Bibliography
Includes bibliographical references (p. 63-69).
Contents
1. Radar systems: a signal processing perspective -- 1.1 History of radar -- 1.2 Current radar applications -- 1.3 Basic organization --
2. Introduction to sparse representations -- 2.1 Signal coding using sparse representations -- 2.2 Geometric interpretation -- 2.3 Sparse recovery algorithms -- 2.3.1 Convex optimization -- 2.3.2 Greedy approach -- 2.4 Examples -- 2.4.1 Non-uniform sampling -- 2.4.2 Image reconstruction from Fourier sampling --
3. Dimensionality reduction -- 3.1 Linear dimensionality reduction techniques -- 3.1.1 Principal component analysis (PCA) and multidimensional scaling (MDS) -- 3.1.2 Linear discriminant analysis (LDA) -- 3.2 Nonlinear dimensionality reduction techniques -- 3.2.1 ISOMAP -- 3.2.2 Local linear embedding (LLE) -- 3.2.3 Linear model alignment -- 3.3 Random projections --
4. Radar signal processing fundamentals -- 4.1 Elements of a pulsed radar -- 4.2 Range and angular resolution -- 4.3 Imaging -- 4.4 Detection --
5. Sparse representations in radar -- 5.1 Echo signal detection and image formation -- 5.2 Angle-Doppler-range estimation -- 5.3 Image registration (matching) and change detection for SAR -- 5.4 Automatic target classification -- 5.4.1 Sparse representation for target classification -- 5.4.2 Sparse representation-based spatial pyramids --
A. Code sample -- Non-uniform sampling and signal reconstruction code -- Long-Shepp phantom test image reconstruction code -- Signal bandwidth code -- Bibliography -- Author's biography.
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Reproduction
Electronic reproduction. Perth, W.A. Available via World Wide Web.
Note
Description based on online resource; title from digital title page (viewed on Dec. 17, 2012).
Subject
Radar -- Mathematical models.
Signal processing -- Mathematical models.
MATLAB.
radar
sparse representations
compressive sensing
MATLAB
Added Author
Ebooks Corporation
Related To
Print version: 9781627050340
ISBN
9781627050357 (electronic bk.)
1627050353 (electronic bk.)
9781627050340 (pbk.)
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