
Complex and Hypercomplex Analytic Signals
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Content
- Intro
- Complex and Hypercomplex Analytic Signals: Theory and Applications
- Preface
- Contents
- 1 Introduction and Historical Background
- 1.1 Introduction
- 1.1.1 The Signal Domain Method
- 1.1.2 The Frequency Domain Method
- 1.2 A Historical Survey
- References
- 2 Survey of Chosen Hypercomplex Algebras
- 2.1 Cayley-Dickson Algebras
- 2.1.1 The Cayley-Dickson Construction
- 2.1.2 The Cayley-Dickson algebra of quaternions
- 2.1.3 The Cayley-Dickson Algebra of Octonions
- 2.2 Selected Clifford Algebras
- 2.2.1 The Clifford Algebra of Biquaternions
- 2.2.2 The Clifford Algebra of Bioctonions
- 2.3 Comparison of Algebras
- 2.4 Applications of Hypercomplex Algebras in Signal Processing
- 2.5 Summary
- References
- 3 Orthants of the n-Dimensional Cartesian Space and Single-Orthant Operators
- 3.1 The Notion of an Orthant
- 3.2 Single-Orthant Operators
- 3.3 Decomposition of Real Functions into Even and Odd Terms
- References
- 4 Fourier Transformation in Analysis of n-Dimensional Signals
- 4.1 Complex n-D Fourier Transformation
- 4.1.1 Spectrum of a 1-D Real Signal in Terms of its Even and Odd Components
- 4.1.2 Spectrum of a 2-D Real Signal in Terms of its Even and Odd Components
- 4.1.3 Spectrum of a 3-D Real Signal in Terms of its Even and Odd Components
- 4.2 Cayley-Dickson Fourier Transformation
- 4.2.1 General Formulas
- 4.2.2 Quaternion Fourier Spectrum in Terms of its Even and Odd Components
- 4.2.3 Octonion Fourier Spectrum in Terms of its Even and Odd Components
- 4.3 Relations Between Complex and Hypercomplex Fourier Transforms
- 4.3.1 Relation Between QFT and 2D FT
- 4.3.2 Relation Between OFT and 3D FT
- 4.4 Survey of Applications of Complex and Hypercomplex Fourier Transformations
- 4.4.1 Applications in the Domain of Analytic Signals
- 4.5 Summary
- References
- 5 Complex and Hypercomplex Analytic Signals
- 5.1 1-D Analytic Signals as Boundary Distributions of 1-D Analytic Functions
- 5.2 The nD Analytic Signal
- 5.2.1 The 2-D Complex Analytic Signals
- 5.2.2 3-D Complex Analytic Signals
- 5.3 Hypercomplex n-D Analytic Signals
- 5.3.1 2-D Quaternion Signals
- 5.3.2 3-D Hypercomplex Analytic Signals
- 5.4 Monogenic 2-D Signals
- 5.5 A Short Survey of the Notions of Analytic Signals with Single Orthant Spectra
- 5.6 Survey of Application of nD Analytic Signals
- 5.6.1 Applications Presented in Other Chapters of this Book
- 5.6.2 Applications Described in Hahn's Book on Hilbert Transforms [7]
- 5.6.3 Selected Applications
- References
- 6 Ranking of Analytic Signals
- 6.1 Definition of a Suborthant
- 6.1.1 Subquadrants in 2-D
- 6.1.2 Suboctants in 3-D
- 6.2 Ranking of Complex Analytic Signals
- 6.2.1 Ranking of 2-D Complex Analytic Signals
- 6.2.2 Ranking of 3-D Complex Analytic Signals
- 6.3 Sanking of Hypercomplex Analytic Signals
- 6.3.1 Ranking of 2-D Cayley-Dickson Analytic Signals
- 6.3.2 Ranking of 3-D Cayley-Dickson Analytic Signals
- 6.4 Summary
- References
- 7 Polar Representation of Analytic Signals
- 7.1 Introduction
- 7.2 Polar Representation of Complex Numbers
- 7.3 Polar Representation of 1-D Analytic Signals
- 7.3.1 Representation of the Instantaneous Complex Frequency using the Wigner Distribution
- 7.4 Polar Representation of 2-D Analytic Signals
- 7.4.1 2-D Complex Analytic Signals with Single-Quadrant Spectra
- 7.4.2 2-D Hypercomplex Quaternion Analytic Signals with Single-Quadrant Spectra
- 7.4.3 Relations between the Analytic and Quaternion 2-D Phase Functions
- 7.4.4 Polar Representation of the Monogenic 2-D Signal
- 7.4.5 Common Examples for 2-D Polar Representations of Analytic, Quaternion, and Monogenic Signals
- 7.5 Polar Representation of 3-D Analytic Signals
- 7.5.1 3-D Complex Signals with Single Octant Spectra
- 7.5.2 3-D Octonion Signals with Single Octant Spectra
- References
- 8 Quasi-Analytic Signals
- 8.1 Definition of a Quasi-Analytic Signal
- 8.2 1-D Quasi-Analytic Signals
- 8.3 Phase Signals
- 8.4 n-D Quasi-Analytic Signals
- References
- 9 Space-Frequency Representations of n-D Complex and Hypercomplex Analytic Signals
- 9.1 Wigner Distributions and Woodward Ambiguity Functions of Complex Analytic Signals
- 9.1.1 WDs and AFs of 1-D Signals
- 9.1.2 WDs and AFs of 2-D Complex Signals
- 9.1.3 WDs and AFs of 2-D Complex Analytic Signals
- 9.2 Wigner Distributions and Woodward Ambiguity Functions of Quaternion and Monogenic Signals
- 9.2.1 The WDs of Quaternion Signals
- 9.2.2 AFs of Quaternion Signals
- 9.2.3 WDs of Monogenic Signals
- 9.2.4 AFs of Monogenic Signals
- 9.3 Double-Dimensional Wigner Distributions
- 9.4 Applications of Space-Frequency Distributions in Signal Processing
- 9.4.1 Wigner Distribution in Noise Analysis
- 9.4.2 Wigner Distribution in Image Processing
- References
- 10 Causality of Signals
- 10.1 Kramers-Kronig Relations
- 10.2 Extension of the Notion of Causality to Higher Dimensions
- 10.2.1 Derivation of the Dispersion Relations
- 10.3 Summary
- References
- 11 Summary
- References
- Appendix A Table of Properties of 1-D Fourier Transformation
- Selected Bibliography
- Appendix B Table of Chosen 1-D Fourier Pairs
- Selected Bibliography
- Appendix C Table of Properties of 2-D Fourier Transformations
- Selected Bibliography
- Appendix D Chosen 2-D Fourier Pairs
- Selected Bibliography
- Appendix E Table of Properties of Quaternion Fourier Transformation of Real Signals
- Selected Bibliography
- Appendix F Properties of 1-D Hilbert Transformations
- Appendix G 1-D Hilbert Pairs
- Appendix H 2-D Hilbert Quadruples
- List of Symbols
- About the Authors
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