Unit content
Frequency response of LTI systems
Complex sinusoids are special inputs to LTI systems: the output has the same frequency, with only amplitude and phase changed.
For a continuous-time input
$$x(t)=e^{i\omega t},$$
an LTI system produces
$$y(t)=H(\omega)e^{i\omega t}.$$
For a discrete-time input
$$x[n]=e^{i\omega n},$$
the corresponding output is
$$y[n]=H(\omega)e^{i\omega n}.$$
The complex factor $H(\omega)$ is the frequency response at that frequency.
Its magnitude
$$|H(\omega)|$$
describes the gain, while
$$\arg H(\omega)$$
describes the phase shift.
The exact way $H(\omega)$ is computed depends on the representation of the system: from an impulse response, a Fourier representation, a transfer function or another equivalent model.
Frequency response separates a complicated input into frequency components and asks how the same system modifies each component.