The Resource DSP for MATLAB and LabVIEW, Volume IV, LMS adaptive filtering, Forester W. Isen, (electronic resource)

DSP for MATLAB and LabVIEW, Volume IV, LMS adaptive filtering, Forester W. Isen, (electronic resource)

Label
DSP for MATLAB and LabVIEW, Volume IV, LMS adaptive filtering
Title
DSP for MATLAB and LabVIEW
Title number
Volume IV
Title part
LMS adaptive filtering
Statement of responsibility
Forester W. Isen
Title variation
LMS adaptive filtering
Creator
Subject
Language
eng
Summary
This book is Volume IV of the series DSP for MATLAB and LabVIEW. Volume IV is an introductory treatment of LMS Adaptive Filtering and applications, and covers cost functions, performance surfaces, coefficient perturbation to estimate the gradient, the LMS algorithm, response of the LMS algorithm to narrow-band signals, and various topologies such as ANC (Active Noise Cancelling) or system modeling, Noise Cancellation, Interference Cancellation, Echo Cancellation (with single- and dual-H topologies), and Inverse Filtering/Deconvolution. The entire series consists of four volumes that collectively cover basic digital signal processing in a practical and accessible manner, but which nonetheless include all essential foundation mathematics. As the series title implies, the scripts (of which there are more than 200) described in the text and supplied in code form (available via the internet at http://www.morganclaypool.com/page/isen) will run on both MATLAB and LabVIEW. The text for all volumes contains many examples, and many useful computational scripts, augmented by demonstration scripts and LabVIEW Virtual Instruments (VIs) that can be run to illustrate various signal processing concepts graphically on the user's computer screen. Volume I consists of four chapters that collectively set forth a brief overview of the field of digital signal processing, useful signals and concepts (including convolution, recursion, difference equations, LTI systems, etc), conversion from the continuous to discrete domain and back (i.e., analog-to-digital and digital-to-analog conversion), aliasing, the Nyquist rate, normalized frequency, sample rate conversion, and Mu-law compression, and signal processing principles including correlation, the correlation sequence, the Real DFT, correlation by convolution, matched filtering, simple FIR filters, and simple IIR filters. Chapter 4 of Volume I, in particular, provides an intuitive or "first principle" understanding of how digital filtering and frequency transforms work. Volume II provides detailed coverage of discrete frequency transforms, including a brief overview of common frequency transforms, both discrete and continuous, followed by detailed treatments of the Discrete Time Fourier Transform (DTFT), the z-Transform (including definition and properties, the inverse z-transform, frequency response via z-transform, and alternate filter realization topologies including Direct Form, Direct Form Transposed, Cascade Form, Parallel Form, and Lattice Form), and the Discrete Fourier transform (DFT) (including Discrete Fourier Series, the DFTIDFT pair, DFT of common signals, bin width, sampling duration, and sample rate, the FFT, the Goertzel Algorithm, Linear, Periodic, and Circular convolution, DFT Leakage, and computation of the Inverse DFT). Volume III covers digital filter design, including the specific topics of FIR design via windowed-ideal-lowpass filter, FIR highpass, bandpass, and bandstop filter design from windowed-ideal lowpass filters, FIR design using the transition-band-optimized Frequency Sampling technique (implemented by Inverse-DFT or Cosine/Sine Summation Formulas), design of equiripple FIRs of all standard types including Hilbert transformers and Differentiators via the Remez Exchange Algorithm, design of Butterworth, Chebyshev (Types I and II), and Elliptic analog prototype lowpass filters, conversion of analog lowpass prototype filters to highpass, bandpass, and bandstop filters, and conversion of analog filters to digital filters using the Impulse Invariance and Bilinear Transform techniques. Certain filter topologies specific to FIRs are also discussed, as are two simple FIR types, the Comb and Moving Average filters
Member of
Additional physical form
Also available in print.
Cataloging source
CaBNvSL
Citation source
  • Compendex
  • INSPEC
  • Google scholar
  • Google book search
http://bibfra.me/vocab/lite/collectionName
Synthesis digital library of engineering and computer science
http://library.link/vocab/creatorDate
1949-
http://library.link/vocab/creatorName
Isen, Forester W.
Dewey number
621.3822
Illustrations
illustrations
Index
no index present
LC call number
TK5102.9
LC item number
.I8334 2009
Literary form
non fiction
Nature of contents
  • dictionaries
  • abstracts summaries
Series statement
Synthesis lectures on signal processing,
Series volume
# 7
http://library.link/vocab/subjectName
  • Signal processing
  • Adaptive filters
Target audience
  • adult
  • specialized
Label
DSP for MATLAB and LabVIEW, Volume IV, LMS adaptive filtering, Forester W. Isen, (electronic resource)
Link
http://libraries.ou.edu/access.aspx?url=http://dx.doi.org/10.2200/S00164ED1V01Y200811SPR007
Instantiates
Publication
Note
  • Part of: Synthesis digital library of engineering and computer science
  • Title from PDF t.p. (viewed on January 8, 2009)
  • Series from website
Color
multicolored
Contents
Introduction to LMS adaptive filtering -- Overview -- In previous volumes -- In this volume -- In this chapter -- Software for use with this book -- Cost function -- Performance surface -- Coefficient perturbation -- Method of steepest descent -- Two variable performance surface -- An improved gradient search method -- LMS used in an FIR -- Typical arrangements -- Derivation -- Limitation on Mu -- NLMS algorithm -- Contrast-true MSE -- LMS adaptive FIR summary -- References -- Exercises -- Applied adaptive filtering -- Overview -- Active noise cancellation -- System modeling -- Echo cancellation -- Single-H -- Dual-H -- Sparse computation -- Periodic component elimination or enhancement -- Interference cancellation -- Equalization/deconvolution -- Deconvolution of a reverberative signal -- Simulation -- Spectral effect of reverberation -- Estimating delay -- Estimating decay rate -- Deconvolution -- References -- Exercises -- Software for use with this book -- File types and naming conventions -- Downloading the software -- Using the software -- Single-line function calls -- Multi-line M-code examples --How to successfully copy-and-paste M-code -- Learning to use M-code -- What you need with MATLAB and LabVIEW -- Vector/matrix operations in M-code -- Row and column vectors -- Vector products -- Inner product -- Outer product -- Product of corresponding values -- Matrix multiplied by a vector or matrix -- Matrix inverse and pseudo-inverse -- Biography
Dimensions
unknown
Extent
1 electronic text (xvii, 109 p. : ill.)
File format
multiple file formats
Form of item
electronic
Governing access note
Abstract freely available; full-text restricted to subscribers or individual document purchasers
Isbn
9781598299007
Isbn Type
(electronic bk.)
Other control number
10.2200/S00164ED1V01Y200811SPR007
Other physical details
digital file.
Reformatting quality
access
Specific material designation
remote
System control number
  • 3179962-01okla_normanlaw
  • (SIRSI)3179962
  • (Sirsi) i9781598299007
  • (CaBNvSL)gtp00532332
  • (OCoLC)299608625
System details
  • Mode of access: World Wide Web
  • System requirements: Adobe Acrobat reader
Label
DSP for MATLAB and LabVIEW, Volume IV, LMS adaptive filtering, Forester W. Isen, (electronic resource)
Link
http://libraries.ou.edu/access.aspx?url=http://dx.doi.org/10.2200/S00164ED1V01Y200811SPR007
Publication
Note
  • Part of: Synthesis digital library of engineering and computer science
  • Title from PDF t.p. (viewed on January 8, 2009)
  • Series from website
Color
multicolored
Contents
Introduction to LMS adaptive filtering -- Overview -- In previous volumes -- In this volume -- In this chapter -- Software for use with this book -- Cost function -- Performance surface -- Coefficient perturbation -- Method of steepest descent -- Two variable performance surface -- An improved gradient search method -- LMS used in an FIR -- Typical arrangements -- Derivation -- Limitation on Mu -- NLMS algorithm -- Contrast-true MSE -- LMS adaptive FIR summary -- References -- Exercises -- Applied adaptive filtering -- Overview -- Active noise cancellation -- System modeling -- Echo cancellation -- Single-H -- Dual-H -- Sparse computation -- Periodic component elimination or enhancement -- Interference cancellation -- Equalization/deconvolution -- Deconvolution of a reverberative signal -- Simulation -- Spectral effect of reverberation -- Estimating delay -- Estimating decay rate -- Deconvolution -- References -- Exercises -- Software for use with this book -- File types and naming conventions -- Downloading the software -- Using the software -- Single-line function calls -- Multi-line M-code examples --How to successfully copy-and-paste M-code -- Learning to use M-code -- What you need with MATLAB and LabVIEW -- Vector/matrix operations in M-code -- Row and column vectors -- Vector products -- Inner product -- Outer product -- Product of corresponding values -- Matrix multiplied by a vector or matrix -- Matrix inverse and pseudo-inverse -- Biography
Dimensions
unknown
Extent
1 electronic text (xvii, 109 p. : ill.)
File format
multiple file formats
Form of item
electronic
Governing access note
Abstract freely available; full-text restricted to subscribers or individual document purchasers
Isbn
9781598299007
Isbn Type
(electronic bk.)
Other control number
10.2200/S00164ED1V01Y200811SPR007
Other physical details
digital file.
Reformatting quality
access
Specific material designation
remote
System control number
  • 3179962-01okla_normanlaw
  • (SIRSI)3179962
  • (Sirsi) i9781598299007
  • (CaBNvSL)gtp00532332
  • (OCoLC)299608625
System details
  • Mode of access: World Wide Web
  • System requirements: Adobe Acrobat reader

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