F: LTI Systems
This module is a review of the concepts of linear time-invariant systems, and also a refresher of your Matlab skills.Required readings
- Lee and Varaiya, Section 8.1, LTI Systems
- Lee and Varaiya, Section 8.2, Finding and using the frequency response
- Lee and Varaiya, Section 11.1, Sampling
- Lee and Varaiya, Section 11.2, Reconstruction
- Lee and Varaiya, Section 11.3, The Nyquist-Shannon sampling theorem
Other readings
- Kadi, Session 1, Introduction, sampling and reconstruction
- Smith, Chapter 3, ADC and DAC
- Smith, Chapter 5, Linear Systems
- Graphically illustrate sampling of a 1 kHz sinewave at 8 kHz, in both the time and frequency domains. In the time domain, show multiplication of the sine wave with a pulse train; in the frequency domain, show convolution of the corresponding signals.
- Write the mathematical equations for the above.
- Graphically illustrate ideal reconstruction of the 1 kHz sinewave (that is, using a "brickwall" filter at 4 kHz), in both the time and frequency domains.
- Write the mathematical equations for the above.
- Repeat (1) and (2) with a 7 kHz sinewave.
- Explain linearity and time-invariance both mathematically and by using block diagrams.
- Lee and Varaiya, Lab 1, Arrays and Sound
- Lee and Varaiya, Lab 11, Sampling and Aliasing
- Lee and Varaiya, Lab 2, Images
Other resources
- Linear Time-Invariant Systems and Convolution (interactive lecture), by Wilson J. Rugh
http://www.jhu.edu/~signals/lecture1/frames.html