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Last updated:

July 30, 2022

Duration:

Unlimited Duration

FREE

This course includes:

Unlimited Duration

Badge on Completion

Certificate of completion

Unlimited Duration

Description

This course provides a solid theoretical foundation for the analysis and processing of experimental data, and real-time experimental control methods.

Topics covered include spectral analysis, filter design, system identification, and simulation in continuous and discrete-time domains. The emphasis is on practical problems with laboratory exercises.

Course Curriculum

  • Introduction to signal processing Unlimited
  • Continuous LTI system time-domain response Unlimited
  • The Fourier series and transform Unlimited
  • Review of development of Fourier transform Unlimited
  • The one-sided Laplace transform Unlimited
  • Poles and zeros of filter classes Unlimited
  • Butterworth filter design example Unlimited
  • Second-order filter sections Unlimited
  • Operational-amplifier based state-variable filters Unlimited
  • The sampling theorem Unlimited
  • The discrete Fourier transform (cont.) Unlimited
  • The fast Fourier transform (cont.) Unlimited
  • Introduction to time-domain digital signal processing Unlimited
  • The discrete-time transfer function Unlimited
  • Frequency response and poles and zeros Unlimited
  • FIR low-pass filter design by windowing Unlimited
  • Frequency-sampling filters Unlimited
  • FFT convolution for FIR filters Unlimited
  • Direct-form filter structures Unlimited
  • Interpolation and decimation Unlimited
  • The correlation functions (cont.) Unlimited
  • Non-parametric power spectral density estimation Unlimited
  • Least-squares filter design Unlimited
  • Adaptive filtering Unlimited

About the instructor

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Courses

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Massachusetts Institute of Technology