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Modern Sampling Theory: Mathematics and Applications

✍ Scribed by John J. Benedetto, Paulo J. S. G. Ferreira (auth.), John J. Benedetto, Paulo J. S. G. Ferreira (eds.)


Publisher
BirkhΓ€user Basel
Year
2001
Tongue
English
Leaves
422
Series
Applied and Numerical Harmonic Analysis
Edition
1
Category
Library

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✦ Synopsis


Sampling is a fundamental topic in the engineering and physical sciences. This new edited book focuses on recent mathematical methods and theoretical developments, as well as some current central applications of the Classical Sampling Theorem. The Classical Sampling Theorem, which originated in the 19th century, is often associated with the names of Shannon, Kotelnikov, and Whittaker; and one of the features of this book is an English translation of the pioneering work in the 1930s by Kotelnikov, a Russian engineer. Following a technical overview and Kotelnikov's article, the book includes a wide and coherent range of mathematical ideas essential for modern sampling techniques. These ideas involve wavelets and frames, complex and abstract harmonic analysis, the Fast Fourier Transform (FFT),and special functions and eigenfunction expansions. Some of the applications addressed are tomography and medical imaging. Topics:. Relations between wavelet theory, the uncertainty principle, and sampling; . Multidimensional non-uniform sampling theory and algorithms;. The analysis of oscillatory behavior through sampling;. Sampling techniques in deconvolution;. The FFT for non-uniformly distributed data; . Filter design and sampling; . Sampling of noisy data for signal reconstruction;. Finite dimensional models for oversampled filter banks; . Sampling problems in MRI. Engineers and mathematicians working in wavelets, signal processing, and harmonic analysis, as well as scientists and engineers working on applications as varied as medical imaging and synthetic aperture radar, will find the book to be a modern and authoritative guide to sampling theory.

✦ Table of Contents


Front Matter....Pages i-xvi
Introduction....Pages 1-26
On the Transmission Capacity of the β€œEther” and Wire in Electrocommunications....Pages 27-45
Front Matter....Pages 47-47
Wavelets and Sampling....Pages 49-71
Embeddings and Uncertainty Principles for Generalized Modulation Spaces....Pages 73-105
Sampling Theory for Certain Hilbert Spaces of Bandlimited Functions....Pages 107-134
Shannon-Type Wavelets and the Convergence of Their Associated Wavelet Series....Pages 135-152
Front Matter....Pages 153-153
Non-Uniform Sampling in Higher Dimensions: From Trigonometric Polynomials to Bandlimited Functions....Pages 155-171
The Analysis of Oscillatory Behavior in Signals Through Their Samples....Pages 173-192
Residue and Sampling Techniques in Deconvolution....Pages 193-218
Sampling Theorems from the Iteration of Low Order Differential Operators....Pages 219-227
Approximation of Continuous Functions by Rogosinski-Type Sampling Series....Pages 229-244
Front Matter....Pages 245-245
Fast Fourier Transforms for Nonequispaced Data: A Tutorial....Pages 247-270
Efficient Minimum Rate Sampling of Signals with Frequency Support over Non-Commensurable Sets....Pages 271-291
Finite-and Infinite-Dimensional Models for Oversampled Filter Banks....Pages 293-315
Statistical Aspects of Sampling for Noisy and Grouped Data....Pages 317-342
Reconstruction of MRI Images from Non-Uniform Sampling and Its Application to Intrascan Motion Correction in Functional MRI....Pages 343-363
Efficient Sampling of the Rotation Invariant Radon Transform....Pages 365-377
Back Matter....Pages 379-419

✦ Subjects


Signal, Image and Speech Processing; Functional Analysis; Applications of Mathematics; Communications Engineering, Networks


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