Adaptive Signal Processing Algorithms

Stability and Performance

Victor Solo, Xuan Kong (Autoren)

Buch | Hardcover

408 Seiten

1994
Pearson (Verlag)
978-0-13-501263-5 (ISBN)

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For graduate-level courses in Adaptive Controls and Adaptive Filters.

This exploration of the analysis of the behavior of Adaptive Signal Processing (ASP) algorithms discusses general methods of algorithm construction and general methods of algorithm analysis.

This exploration of the analysis of the behaviour of Adaptive Signal Processing (ASP) algorithms discusses general methods of algorithm construction and general methods of algorithm analysis. The text introduces ASP through its applications, shows how to construct ASP algorithms, and gives detailed global stability and performance analysis in both deterministic and stochastic settings. It also explores deterministic stability analysis by means of averaging methods and treats stochastic stability and performance by averaging methods.

PART I.

1. Introduction.
2. Offline Analysis.
3. Iterative Minimization.
4. Algorithm Construction.
5. Algorithm Analysis: Gaussian White Noise Setting.
6. Algorithm Analysis: Deterministic Global Theory.
PART II.

7. Deterministic Averaging: Single Time Scale.
8. Deterministic Averaging: Mixed Time Scale.
PART III.

9. Stochastic Averaging: Single Time Scale.
10. Stochastic Averaging: Mixed Time Scale.
APPENDICES.

A. Matrix Analysis Review.
B. Stochastic Signals and Systems Review.
C. Deterministic Signals and Systems Review.
D. Mathematical Analysis Review.
E. Probability Review.
Bibliography.
Index.

Erscheint lt. Verlag	1.6.1994
Sprache	englisch
Maße	240 x 183 mm
Gewicht	782 g
Themenwelt	Informatik ► Grafik / Design ► Digitale Bildverarbeitung
	Mathematik / Informatik ► Informatik ► Theorie / Studium
	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
	Technik ► Nachrichtentechnik
ISBN-10	0-13-501263-5 / 0135012635
ISBN-13	978-0-13-501263-5 / 9780135012635
Zustand	Neuware