2 Transforms and Signal Representation
2.1 To Learn in This Chapter
2.2 Linear Transform
2.2.1 Matrix multiplication corresponds to a linear transform
2.2.2 Basis: standard, orthogonal and orthonormal
2.3 Advanced: Inner Products to Obtain the Transform Coefficients
2.4 Block Transforms
2.4.1 Advanced: Unitary or orthonormal transforms
2.4.2 DCT transform
2.4.3 DFT transform
2.4.4 Haar transform
2.4.5 Advanced: Properties of orthogonal and unitary transforms
2.5 Fourier Transforms and Series
2.5.1 Fourier series for continuous-time signals
2.5.2 Discrete-time Fourier series (DTFS)
2.5.3 Continuous-time Fourier transform using frequency in Hertz
2.5.4 Continuous-time Fourier transform using frequency in rad/s
2.5.5 Discrete-time Fourier transform (DTFT)
2.6 Relating spectra of digital and analog frequencies
2.7 Advanced: Summary of equations for DFT / FFT Usage
2.7.1 Advanced: Three normalization options for DFT / FFT pairs
2.8 Laplace Transform
2.8.1 Motivation to the Laplace transform
2.8.2 Advanced: Laplace transform basis functions
2.8.3 Laplace transform of one-sided exponentials
2.8.4 Region of convergence for a Laplace transform
2.8.5 Inverse Laplace of rational functions via partial fractions
2.8.6 Calculating the Fourier transform from a Laplace transform
2.9 Z Transform
2.9.1 Relation between Laplace and Z transforms
2.9.2 Advanced: Z transform basis functions
2.9.3 Some pairs and properties of the Z-transform
2.9.4 Region of convergence for a Z transform
2.9.5 Inverse Z of rational functions via partial fractions
2.9.6 Calculating the DTFT from a Z transform
2.10 Applications
2.11 Comments and Further Reading
2.12 Review Exercises
2.13 Exercises
2.2 Linear Transform
2.2.1 Matrix multiplication corresponds to a linear transform
2.2.2 Basis: standard, orthogonal and orthonormal
2.3 Advanced: Inner Products to Obtain the Transform Coefficients
2.4 Block Transforms
2.4.1 Advanced: Unitary or orthonormal transforms
2.4.2 DCT transform
2.4.3 DFT transform
2.4.4 Haar transform
2.4.5 Advanced: Properties of orthogonal and unitary transforms
2.5 Fourier Transforms and Series
2.5.1 Fourier series for continuous-time signals
2.5.2 Discrete-time Fourier series (DTFS)
2.5.3 Continuous-time Fourier transform using frequency in Hertz
2.5.4 Continuous-time Fourier transform using frequency in rad/s
2.5.5 Discrete-time Fourier transform (DTFT)
2.6 Relating spectra of digital and analog frequencies
2.7 Advanced: Summary of equations for DFT / FFT Usage
2.7.1 Advanced: Three normalization options for DFT / FFT pairs
2.8 Laplace Transform
2.8.1 Motivation to the Laplace transform
2.8.2 Advanced: Laplace transform basis functions
2.8.3 Laplace transform of one-sided exponentials
2.8.4 Region of convergence for a Laplace transform
2.8.5 Inverse Laplace of rational functions via partial fractions
2.8.6 Calculating the Fourier transform from a Laplace transform
2.9 Z Transform
2.9.1 Relation between Laplace and Z transforms
2.9.2 Advanced: Z transform basis functions
2.9.3 Some pairs and properties of the Z-transform
2.9.4 Region of convergence for a Z transform
2.9.5 Inverse Z of rational functions via partial fractions
2.9.6 Calculating the DTFT from a Z transform
2.10 Applications
2.11 Comments and Further Reading
2.12 Review Exercises
2.13 Exercises