Nonlinear signal and image processing : theory, methods, and applications / edited by Kenneth E. Barner, Gonzalo R. Arce.

Format:

Book

Contributor:

Barner, Kenneth E.

Arce, Gonzalo R.

Classes of 1883 and 1884 Fund.

Series:

Electrical engineering and applied signal processing series

Language:

English

Subjects (All):

Signal processing--Digital techniques.

Signal processing.

Image processing--Digital techniques.

Image processing.

Physical Description:

xxii, 535 pages : illustrations ; 25 cm.

Place of Publication:

Boca Raton, Fla. : CRC Press, [2004]

Summary:

Nonlinear signal and image processing methods are quickly emerging as an alternative to established linear methods for meeting the challenges of increasingly sophisticated applications. Advances in computing performance and nonlinear theory are making nonlinear techniques not only viable, but practical. This book details recent advances in nonlinear theory and methods and explores an array of modern signal and image processing applications. The first several chapters focus on nonlinear signal processing theory, targeting three critical areas: filter analysis, nonlinear filter class design, and signal analysis. The remaining chapters explore nonlinear approaches across the broad spectrum of applications with signal processing components, from data traffic modeling and image enhancement to cutting edge applications in genomics. All of the chapters were contributed by well-known theorists and application-driven researchers who explore current and emerging nonlinear methods, from their theoretical background and practical algorithms through the potential of these methods for solving important open questions. Nonlinear Signal and Image Processing: Theory, Methods, and Applications thus provides a singular opportunity to build a strong, fundamental understanding of nonlinear theory and methods and a foundation upon which to approach many of today's most interesting and challenging signal processing problems.

Contents:

1 Energy Conservation in Adaptive Filtering / Ali H. Sayed, Tareq Y. Al-Naffouri, Vitor H. Nascimento 1

2 Fuzzy Methods in Nonlinear Signal Processing: Part I

Theory / Kenneth E. Barner 37

3 Fuzzy Methods in Nonlinear Signal Processing: Part II

Applications / Kenneth E. Barner, Yao Nie, Yuzhong Shen 69

4 Time-Frequency Wigner Distribution Approach to Differential Equations / Lorenzo Galleani, Leon Cohen 121

5 Weighted Myriad Filters / Gonzalo R. Arce, Juan G. Gonzalez, Yinbo Li 151

6 Data Traffic Modeling

A Signal Processing Perspective / Athina P. Petropulu, Xueshi Yang 195

7 Nonlinear Adaptive Filters for Acoustic Echo Cancellation in Mobile Terminals / Giovanni L. Sicuranza, Alberto Carini, Andrea Fermo 223

8 Blind and Semiblind Channel Estimation / Visa Koivunen, Mihai Enescu, Marius Sirbu 257

9 Bayesian Image and Video Enhancement Using a Non-Gaussian Prior / Richard R. Schultz, Robert L. Stevenson 295

10 Statistical Image Modeling and Processing Using Wavelet-Domain Hidden Markov Models / Guoliang Fan, Xiang-Gen Xia 333

11 Self-Organizing Maps and Their Applications in Image Processing, Information Organization, and Retrieval / Constantine Kotropoulos, Ioannis Pitas 387

12 Nonlinear Techniques for Color Image Processing / Bogdan Smolka, Konstantinos N. Plataniotis, Anastasios N. Venetsanopoulos 445

13 Genetic Regulatory Networks: A Nonlinear Signal Processing Perspective / Ilya Shmulevich, Edward R. Dougherty 507.

Notes:

Includes bibliographical references and index.

Local Notes:

Acquired for the Penn Libraries with assistance from the Classes of 1883 and 1884 Fund.

ISBN:

0849314275

OCLC:

52714553