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Digital Signal Processing and Statistical Classification de George Jianwei Miao

Digital Signal Processing and Statistical Classification: Artech House Signal Processing Library

Autor George Jianwei Miao, Mark A. Clements
en Limba Engleză Hardback – 30 apr 2002
This is the first book to introduce and integrate advanced digital signal processing (DSP) and classification together, and the only volume to introduce state-of-the-art transforms including DFT, FFT, DCT, DHT, PCT, CDT, and ODT together for DSP and communication applications. You get step-by-step guidance in discrete-time domain signal processing and frequency domain signal analysis; digital filter design and adaptive filtering; multirate digital processing; and statistical signal classification. It also helps you overcome problems associated with multirate A/D and D/A converters.
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Specificații

ISBN-13: 9781580531351
ISBN-10: 1580531350
Pagini: 492
Dimensiuni: 152 x 239 x 38 mm
Greutate: 0.92 kg
Ediția:New.
Editura: Artech House Publishers
Seria Artech House Signal Processing Library

Cuprins

Preface. Introduction. Discrete-Time Signal Processing—Introduction. Discrete-Time Signals. Discrete-Time Systems. Linear Time-Invariant Systems. The z-Transform. The Inverse z-transform. Frequency-Domain of Discrete-Time Signals and Systems. Summary. Discrete-Time Transforms---Introduction. The Discrete Fourier Transform. The Fast Fourier Transform. The Discrete Cosine Transform. The Discrete Hilbert Transforms. Summary. Digital Filtering—Introduction. Filter Specifications. FIR Filter Design. IIR Filter Design. Implementation of Filter Flowgraph. Adaptive Filters. Summary. Discrete-Time Multirate Signal Processing—Introduction. Decimation and Interpolation System. Efficient Polyphase Architecture for Implementing Multirate Signal System. Efficient Design Techniques of Multiband Filters. The Narrowband Filter and the Wideband Filter Design. Multistage Design of Multirate Signal Processing. Summary. Multirate Data Converters—Introduction. Quantization Noise. Multirate A/D Converter. Multirate D/A Converter. Oversampling A/D Converters. Sigma-Delta A/D Converter. Hybrid QMF Bank A/D and D/A Converter. Summary. Multidimensional Statistical Digital Signal Classification—Introduction. Digital Signal Preprocessor. Selection of Digital Measurement Features. Cluster Analysis. Feature Extraction Theory. Digital Signal Classification. Estimated Probability of Misclassification. Summary. Transform-Based Statistical Digital Signal Classification—Introduction. System Architectures of Transform-based Statistical Digital Signal Classification. Matrix Algebra of Linear Transform. Generalized Principal Component Transform. Canonical Correlation Transform. Canonical Discrimination Transform. Generalized Optimal De-clustering Transform. Transform-based Statistical Digital Signal Classifiers. Summary. Bibliography. Index.