Signal Processing Quick Study Guide. FREE first 2 chapters in the trial version


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Boost Your grades with this illustrated quick-study guide. Use it from an undergraduate school all the way to graduate school and beyond. FREE first 2 chapters in the trial version
Last Update:December 11th 2007
User Rating:0.00
License:No key required
Requirements:5.3MB and Free MobiPocket Reader
ID's:HID: 210968, AAID: 19462

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Table of Contents

  • I. Foreword
  • II Mathematical Analysis
  • III. DSP Theory
  • IV. DSP Sub-fields
  • V. DSP Techniques
  • VI. Sampling
  • VII. Statistical Signal Processing
  • VIII. Image processing
  • IX. Control engineering
  • X. DSP Architecture

I. Foreword

  • About Signal Processing
  • About Digital signal processing

II. Mathematical Analysis

  • Fourier analysis
    • S plane
  • Fourier series
  • Fourier transform
  • Fast Fourier transform
    • Bluestein's FFT algorithm
    • Bruun's FFT algorithm
    • Cooley-Tukey FFT algorithm
    • Prime-factor FFT algorithm
    • Rader's FFT algorithm
  • Gibbs phenomenon
  • Impulse response
    • Impulse invariance
    • Infinite impulse response
  • Laplace transform
  • Two-sided Laplace transform
  • Transfer function
  • Dirac comb
  • Dirac delta function
  • Sinc function
  • Goertzel algorithm
  • Abel transform
  • Spline interpolation
  • Stochastic differential equation

III. DSP Theory

  • Nyquist-Shannon sampling theorem
  • Whittaker-Shannon interpolation formula
  • Estimation theory
  • Detection theory
  • LTI system theory

IV. DSP Sub-fields

  • Audio signal processing
  • Digital image processing
  • Speech processing
    • Speech recognition
    • Speech synthesis
  • Statistical signal processing
  • Image processing
  • Control engineering

V. DSP Techniques

  • Discrete Fourier transform (DFT)
    • A derivation of the discrete Fourier transform
    • Discrete-time Fourier transform (DTFT)
  • Bilinear transform
  • Z-transform
  • Aadvanced Z-transform
  • Discrete cosine transform
  • Modified discrete cosine transform

VI. Sampling

  • Sampling
    • Sampling rate
    • Downsampling
    • Upsampling
    • Oversampling
  • Digital frequency
  • Quantization
    • Quantization noise
    • Signal-to-noise ratio
  • Companding
    • A-law algorithm
    • μ-law algorithm
  • Signal reconstruction
  • Aliasing
    • Anti-aliasing
    • Anti-aliasing filter
    • Sinc filter
  • Reconstruction filter
  • Negative frequency

VII. Statistical Signal Processing

  • Bayes theorem
  • Bayes estimator
  • Recursive Bayesian estimation
  • Wiener filter
  • Kalman filter
  • Fast Kalman filter
  • Adaptive filter
  • Finite impulse response
  • Statistical classification
  • Hidden Markov models

VIII. Image processing

  • Principal components analysis
  • Independent component analysis
  • Self-organizing maps
  • Neural networks
  • Computer vision
  • Affine shape adaptation
  • Blob detection
  • Lanczos resampling
  • Tomographic reconstruction

IX. Control engineering

  • Adaptive control
  • Building Automation
  • Control reconfiguration
  • Feedback
  • H infinity
  • Intelligent control
  • Laplace transform
  • Model predictive control
  • Non-linear control
  • Optimal control
  • Process control
  • Quantitative feedback theory
  • Robotic unicycle
  • Robust control
  • Servomechanism
  • State space
  • VisSim

X. DSP Architecture

  • Digital signal processor
  • von Neumann architectur

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