Optimal and adaptive signal processing. (2017)

• Record Type: Book
• Further Information: Note: Peter M. Clarkson.
• Other Names: Clarkson, Peter M, 1958-
• Contents: 1. Introduction -- 2. Random Signal Analysis -- 2.1. Discrete Random Signals -- 2.2. Spectral Representations of Discrete Random Signals -- 2.3. Response of Linear Systems to Random Signals -- 2.4. Random Signal Models -- 2.5. The Power Spectrum and the Phase of the Generating System -- 2.6. Estimation of Moments -- Appendix 2A -- Calculating the Correlation via Contour Integration -- 3. Optimal Signal Processing -- 3.1. Optimal Estimation Procedures -- 3.2. Optimal Least-Squares Filter Design -- 3.3. Applications of Least-Squares Filters -- Appendix 3A -- Positive Semi-Definite Form of the Autocorrelation Matrix -- Appendix 3B -- The Levinson Recursion -- Appendix 3C -- Durbin's Algorithm -- Appendix 3D -- Minimum Phase Property for the Prediction Error Filter -- 4. Introduction to Adaptive Signal Processing -- 4.1. Adaptive Signal Processing with the LMS Algorithm -- 4.2. Performance of the LMS Adaptive Filter -- Appendix 4A -- Diagonalization of the Correlation Matrix -- 5. Applications of Adaptive Filtering -- 5.1. Adaptive Noise Cancellation (ANC) -- 5.2. Adaptive Line Enhancement -- 5.3. Adaptive Filters for Time-Delay Estimation -- 5.4. Some Applications of Adaptive Filtering to Communications -- Appendix 5A -- Matched Filter for Sinusoid in White Noise -- 6. Adaptive Signal Processing: Algorithms and Structures -- 6.1. General Remarks -- 6.2. LMS Variants -- 6.3. Recursive Least-Squares Algorithms -- 6.4. IIR Adaptive Filters -- 6.5. Lattice Structure Adaptive Filters -- 6.6. Frequency Domain Implementations of Adaptive Filters -- 6.7. Applications Revisited -- Appendix 6A -- Forward and Backwards Prediction Error Energy -- Appendix 6B -- Lattice Reflection Coefficients and the Prediction Error Filter -- Appendix 6C -- Linear and Circular Convolution -- 7. Methods of Spectral Estimation -- 7.1. Introduction -- 7.2. Periodogram Methods of Spectral Estimation -- 7.3. Blackman-Tukey Spectral Estimation -- 7.4. Parametric Spectral Estimation -- 7.5. Minimum Variance Spectral Estimation -- Appendix 7A -- Alternate Form for the Power Spectrum -- 8. Adaptive Arrays -- 8.1. Array Signal Processing -- 8.2. Array Shading -- 8.3. Optimal Arrays -- 8.4. Adaptive Systems.
• Publisher Details: Place of publication not identified : Routledge
• Publication Date: 2017
• Extent: 1 online resource (560 pages)
• Subjects: 621.382/2; Adaptive signal processing; Signal processing -- Digital techniques; Adaptive signal processing; Signal processing -- Digital techniques; Traitement adaptatif du signal; Traitement du signal -- Techniques numériques; Adaptive Signalverarbeitung; estimation; filtrage optimal; traitement du signal adaptatif; Adaptives Filter; Aufgabensammlung; Aufgabensammlung
• Languages: English
• ISBNs: 9781351426763; 1351426761
• 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.