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Created by:
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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Massachusetts Institute of Technology
