Sampling theory : beyond bandlimited systems

著者

    • Eldar, Yonina C.

書誌事項

Sampling theory : beyond bandlimited systems

Yonina C. Eldar

Cambridge University Press, c2015

  • hbk.

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注記

Includes bibliographical references (p. 775-798) and index

内容説明・目次

内容説明

Covering the fundamental mathematical underpinnings together with key principles and applications, this book provides a comprehensive guide to the theory and practice of sampling from an engineering perspective. Beginning with traditional ideas such as uniform sampling in shift-invariant spaces and working through to the more recent fields of compressed sensing and sub-Nyquist sampling, the key concepts are addressed in a unified and coherent way. Emphasis is given to applications in signal processing and communications, as well as hardware considerations, throughout. With 200 worked examples and over 200 end-of-chapter problems, this is an ideal course textbook for senior undergraduate and graduate students. It is also an invaluable reference or self-study guide for engineers and students across industry and academia.

目次

  • 1. Introduction
  • 2. Introduction to linear algebra
  • 3. Fourier analysis
  • 4. Signal spaces
  • 5. Shift-invariant spaces
  • 6. Subspace priors
  • 7. Smoothness priors
  • 8. Nonlinear sampling
  • 9. Resampling
  • 10. Unions of subspaces
  • 11. Compressed sensing
  • 12. Sampling over finite unions
  • 13. Sampling over shift-invariant unions
  • 14. Multiband sampling
  • 15. Finite rate of innovation sampling
  • Appendix A. Finite linear algebra
  • Appendix B. Stochastic signals.

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