Adaptive Signal Processing Algorithms Stability and Performance

ISBN-10: 0135012635

ISBN-13: 9780135012635

Edition: 1st 1994

List price: $168.00
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Although there has been considerable research activity in the theoretical study of ASP (and Adaptive Control) algorithms in recent years, most of the available literature has touched only briefly on performance analysis. This volume fills that gap by exploring the analysis of behavior (i.e., stability and performance) of Adaptive Signal Processing (ASP) algorithms -- discussing general methods of algorithm construction and general methods of algorithm analysis.Part I introduces ASP through its applications, shows how to construct ASP algorithms, and gives a detailed global stability and performance analysis in both deterministic and stochastic settings. Part II explores deterministic stability analysis by means of averaging methods, which are necessary to handle more complicated algorithms. Part III treats stochastic stability and performance by averaging methods.For practitioners and researchers in signal processing, communication and control.
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Book details

List price: $168.00
Edition: 1st
Copyright year: 1994
Publisher: Prentice Hall PTR
Publication date: 6/9/1994
Binding: Hardcover
Pages: 408
Size: 7.50" wide x 9.75" long x 0.75" tall
Weight: 1.738
Language: English

Part I
Offline Analysis
Iterative Minimization
Algorithm Construction
Algorithm Analysis: Gaussian White Noise Setting
Algorithm Analysis: Deterministic Global Theory
Part II
Deterministic Averaging: Single Time Scale
Deterministic Averaging: Mixed Time Scale
Part III
Stochastic Averaging: Single Time Scale
Stochastic Averaging: Mixed Time Scale
Matrix Analysis Review
Stochastic Signals and Systems Review
Deterministic Signals and Systems Review
Mathematical Analysis Review
Probability Review
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