Digital signal processing with examples in MATLAB. ([2011])

• Record Type: Book
• Further Information: Note: Samuel D. Stearns and Don R. Hush.
• Authors: Stearns, Samuel D; Hush, Don R, 1958-
• Contents: Introduction; Digital Signal Processing (DSP); How to Read This Text; Introduction to MATLAB; Signals, Vectors, and Arrays; Review of Vector and Matrix Algebra Using MATLAB Notation; Geometric Series and Other Formulas; MATLAB Functions in DSP; The Chapters Ahead Least Squares, Orthogonality, and the Fourier Series; Introduction; Least Squares; Orthogonality; Discrete Fourier Series Correlation, Fourier Spectra, and the Sampling Theorem; Introduction; Correlation; The Discrete Fourier Transform (DFT); Redundancy in the DFT; The Fast Fourier Transform (FFT) Algorithm; Amplitude and Phase Spectra; The Inverse DFT; Properties of the DFT; Continuous Transforms, Linear Systems, and Convolution; The Sampling Theorem; Waveform Reconstruction and Aliasing; Resampling; Nonuniform and Log-Spaced Sampling Linear Systems and Transfer Functions; Continuous and Discrete Linear Systems; Properties of Discrete Linear Systems; Discrete Convolution; The z-Transform and Linear Transfer Functions; The Complex Z-Plane and the Chirp z-Transform; Poles and Zeros; Transient Response and Stability; System Response via the Inverse z-Transform; Cascade, Parallel, and Feedback Structures; Direct Algorithms; State-Space Algorithms; Lattice Algorithms and Structures; FFT Algorithms; Discrete Linear Systems and Digital Filters; Functions Used in This Chapter Finite Impulse Response Filter Design; Introduction; An Ideal Lowpass Filter; The Realizable Version; Improving a Finite Impulse Response (FIR) Filter with Window Functions; Highpass, Bandpass, and Bandstop Filters; A Complete FIR Filtering Example; Other Types of FIR Filters; Digital Differentiation; A Hilbert Transformer Infinite Impulse Response Filter Design; Introduction; Linear Phase; Butterworth Filters; Chebyshev Filters; Frequency Translations; The Bilinear Transformation; Infinite Impulse Response (IIR) Digital Filters; Digital Resonators and the Spectrogram; The All-Pass Filter; Digital Integration and Averaging Random Signals and Spectral Estimation; Introduction; Amplitude Distributions; Uniform, Gaussian, and Other Distributions; Power and Power Density Spectra; Properties of the Power Spectrum; Power Spectral Estimation; Data Windows in Spectral Estimation; The Cross-Power Spectrum; Algorithms Least-Squares System Design; Introduction; Applications of Least-Squares Design; System Design via the Mean-Squared Error; A Design Example; Least-Squares Design with Finite Signal Vectors; Correlation and Covariance Computation; Channel Equalization; System Identification; Interference Canceling; Linear Prediction and Recovery; Effects of Independent Broadband Noise Adaptive Signal Processing; Introduction; The Mean-Squared Error Performance Surface; Searching the Performance Surface; Steepest Descent and the Least-Mean-Square (LMS) Algorithm; LMS Examples; Direct Descent and the Recursive-Least-Squares (RLS) Algorithm; Measures of Adaptive System Performance; Other Adaptive Structures and Algorithms Signal Information, Coding, and Compression; Introduction; Measuring Information; Two Ways to Compress Signals; Adaptive Predictive Coding; Entropy Coding; Transform Coding and the Discrete Cosine Transform; The Discrete Sine Transform; Multirate Signal Decomposition and Subband Coding; Time–Frequency Analysis and Wavelet Transforms Models of Analog Systems; Introduction; Impulse-Invariant Approximation; Final Value Theorems; Pole–Zero Comparisons; Approaches to Modeling; Input-Invariant Models; Other Linear Models; Comparison of Linear Models; Models of Multiple and Nonlinear Systems; Concluding Remarks Pattern Recognition with Support Vector Machines; Introduction; Pattern Recognition Principles; Learning; Support Vector Machines; Multiclass Classification; MATLAB Examples Appendix: Table of Laplace and Z-Transforms Index Exercises and References appear at the end of each chapter.
• Publisher Details: Boca Raton, FL : CRC Press
• Publication Date: 2011
• Copyright Date: 2011
• Extent: 1 online resource (xxv, 459 pages, [4] leaves of plates), illustrations
• Subjects: 621.382/2; Signal processing -- Digital techniques -- Computer simulation; TECHNOLOGY & ENGINEERING -- Electrical; Signal processing -- Digital techniques -- Computer simulation; Electronic books
• Languages: English
• ISBNs: 9781439881019; 1439881014; 9781466500051; 1466500050; 9781439837832; 1439837821; 9781439837825
• Related ISBNs: 143983783X; 9781439837825
• Notes: Note: Includes bibliographical references.; Note: Online resource; title from title page (Safari, viewed January 21, 2015).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.