impulse_response
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Definition
The impulse response of a linear system is the output of the system when the input is a delta function (impulse). For a linear operator $\mathcal{L}$, the impulse response $h(x; x_0)$ is defined by:
$$ \mathcal{L}\{\delta(x - x_0)\} = h(x; x_0) $$where $h(x; x_0)$ is the response at position $x$ due to an impulse at position $x_0$.
Remarks
- The impulse response completely characterizes a linear system.
- For shift-invariant systems, $h(x; x_0) = h(x - x_0)$, and the system depends only on the relative displacement.
- In optics, the impulse response is called the point_spread_function.
- In PDEs, the impulse response is called the Green’s function.
Superposition Integral
Any input can be expressed as a weighted sum of impulses. By superposition, the output is:
$$ g(x) = \int f(x_0) \, h(x; x_0) \, dx_0 $$For shift-invariant systems, this becomes the convolution integral:
$$ g(x) = \int f(x_0) \, h(x - x_0) \, dx_0 = f(x) * h(x) $$