The Resource Adaptive Signal Models : Theory, Algorithms, and Audio Applications, by Michael M. Goodwin, (electronic resource)

Adaptive Signal Models : Theory, Algorithms, and Audio Applications, by Michael M. Goodwin, (electronic resource)

Label
Adaptive Signal Models : Theory, Algorithms, and Audio Applications
Title
Adaptive Signal Models
Title remainder
Theory, Algorithms, and Audio Applications
Statement of responsibility
by Michael M. Goodwin
Creator
Subject
Genre
Language
eng
Summary
Adaptive Signal Models: Theory, Algorithms and Audio Applications presents methods for deriving mathematical models of natural signals. The introduction covers the fundamentals of analysis-synthesis systems and signal representations. Some of the topics in the introduction include perfect and near-perfect reconstruction, the distinction between parametric and nonparametric methods, the role of compaction in signal modeling, basic and overcomplete signal expansions, and time-frequency resolution issues. These topics arise throughout the book as do a number of other topics such as filter banks and multiresolution. The second chapter gives a detailed development of the sinusoidal model as a parametric extension of the short-time Fourier transform. This leads to multiresolution sinusoidal modeling techniques in Chapter Three, where wavelet-like approaches are merged with the sinusoidal model to yield improved models. In Chapter Four, the analysis-synthesis residual is considered; for realistic synthesis, the residual must be separately modeled after coherent components (such as sinusoids) are removed. The residual modeling approach is based on psychoacoustically motivated nonuniform filter banks. Chapter Five deals with pitch-synchronous versions of both the wavelet and the Fourier transform; these allow for compact models of pseudo-periodic signals. Chapter Six discusses recent algorithms for deriving signal representations based on time-frequency atoms; primarily, the matching pursuit algorithm is reviewed and extended. The signal models discussed in the book are compact, adaptive, parametric, time-frequency representations that are useful for analysis, coding, modification, and synthesis of natural signals such as audio. The models are all interpreted as methods for decomposing a signal in terms of fundamental time-frequency atoms; these interpretations, as well as the adaptive and parametric natures of the models, serve to link the various methods dealt with in the text. Adaptive Signal Models: Theory, Algorithms and Audio Applications serves as an excellent reference for researchers of signal processing and may be used as a text for advanced courses on the topic
Member of
Cataloging source
AU@
http://library.link/vocab/creatorName
Goodwin, Michael M
Dewey number
621.382
Index
no index present
LC call number
  • TK5102.9
  • TA1637-1638
  • TK7882.S65
Literary form
non fiction
Nature of contents
dictionaries
Series statement
The Springer International Series in Engineering and Computer Science,
Series volume
467
http://library.link/vocab/subjectName
  • Engineering
  • Multimedia systems
  • Computer engineering
  • Computer engineering
  • Engineering
  • Multimedia systems
Label
Adaptive Signal Models : Theory, Algorithms, and Audio Applications, by Michael M. Goodwin, (electronic resource)
Link
http://dx.doi.org/10.1007/978-1-4419-8628-3
Instantiates
Publication
Antecedent source
file reproduced from original
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
mixed
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
1. Signal Models and Analysis-Synthesis -- 1.1 Analysis-Synthesis Systems -- 1.2 Compact Representations -- 1.3 Parametric Methods -- 1.4 Nonparametric Methods -- 1.5 Time-Frequency Decompositions -- 1.6 Overview -- 2. Sinusoidal Modeling -- 2.1 The Sinusoidal Signal Model -- 2.2 The Short-Time Fourier Transform -- 2.3 Sinusoidal Analysis -- 2.4 Time-Domain Synthesis -- 2.5 Frequency-Domain Synthesis -- 2.6 Reconstruction Artifacts -- 2.7 Signal Modification -- 2.8 Conclusion -- 3. Multiresolution Sinusoidal Modeling -- 3.1 Atomic Interpretation of the Sinusoidal Model -- 3.2 Multiresolution Signal Decompositions -- 3.3 Filter Bank Methods -- 3.4 Adaptive Segmentation -- 3.5 Conclusion -- 4. Residual Modeling -- 4.1 Mixed Models -- 4.2 Model of Noise Perception -- 4.3 Residual Analysis-Synthesis -- 4.4 Conclusion -- 5. Pitch-Synchronous Models -- 5.1 Pitch Estimation -- 5.2 Pitch-Synchronous Signal Representation -- 5.3 Pitch-Synchronous Sinusoidal Models -- 5.4 Pitch-Synchronous Wavelet Transforms -- 5.5 Applications -- 5.6 Conclusion -- 6. Matching Pursuit and Atomic Models -- 6.1 Atomic Decompositions -- 6.2 Matching Pursuit -- 6.3 Time-Frequency Dictionaries -- 6.4 Computation Using Recursive Filter Banks -- 6.5 Conclusion -- 7. Conclusions -- 7.1 Signal-Adaptive Parametric Representations -- 7.2 Research Directions -- Appendix A -- Two-Channel Filter Banks -- Appendix B -- Fourier Series Representations -- References -- References for Poetry Excerpts
Dimensions
unknown
Extent
1 online resource (xvi, 248 pages).
File format
unknown
Form of item
online
Isbn
9781441986283
Isbn Type
(electronic bk.)
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-1-4419-8628-3
Quality assurance targets
unknown
Reformatting quality
access
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)853262027
  • (OCoLC)ocn853262027
Label
Adaptive Signal Models : Theory, Algorithms, and Audio Applications, by Michael M. Goodwin, (electronic resource)
Link
http://dx.doi.org/10.1007/978-1-4419-8628-3
Publication
Antecedent source
file reproduced from original
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
mixed
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
1. Signal Models and Analysis-Synthesis -- 1.1 Analysis-Synthesis Systems -- 1.2 Compact Representations -- 1.3 Parametric Methods -- 1.4 Nonparametric Methods -- 1.5 Time-Frequency Decompositions -- 1.6 Overview -- 2. Sinusoidal Modeling -- 2.1 The Sinusoidal Signal Model -- 2.2 The Short-Time Fourier Transform -- 2.3 Sinusoidal Analysis -- 2.4 Time-Domain Synthesis -- 2.5 Frequency-Domain Synthesis -- 2.6 Reconstruction Artifacts -- 2.7 Signal Modification -- 2.8 Conclusion -- 3. Multiresolution Sinusoidal Modeling -- 3.1 Atomic Interpretation of the Sinusoidal Model -- 3.2 Multiresolution Signal Decompositions -- 3.3 Filter Bank Methods -- 3.4 Adaptive Segmentation -- 3.5 Conclusion -- 4. Residual Modeling -- 4.1 Mixed Models -- 4.2 Model of Noise Perception -- 4.3 Residual Analysis-Synthesis -- 4.4 Conclusion -- 5. Pitch-Synchronous Models -- 5.1 Pitch Estimation -- 5.2 Pitch-Synchronous Signal Representation -- 5.3 Pitch-Synchronous Sinusoidal Models -- 5.4 Pitch-Synchronous Wavelet Transforms -- 5.5 Applications -- 5.6 Conclusion -- 6. Matching Pursuit and Atomic Models -- 6.1 Atomic Decompositions -- 6.2 Matching Pursuit -- 6.3 Time-Frequency Dictionaries -- 6.4 Computation Using Recursive Filter Banks -- 6.5 Conclusion -- 7. Conclusions -- 7.1 Signal-Adaptive Parametric Representations -- 7.2 Research Directions -- Appendix A -- Two-Channel Filter Banks -- Appendix B -- Fourier Series Representations -- References -- References for Poetry Excerpts
Dimensions
unknown
Extent
1 online resource (xvi, 248 pages).
File format
unknown
Form of item
online
Isbn
9781441986283
Isbn Type
(electronic bk.)
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-1-4419-8628-3
Quality assurance targets
unknown
Reformatting quality
access
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)853262027
  • (OCoLC)ocn853262027

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