convolution, associativity of


Proposition.

Convolution is associative.

Proof.

Let f, g, and h be measurable functionsMathworldPlanetmath on the reals, and suppose the convolutions (f*g)*h and f*(g*h) exist. We must show that (f*g)*h=f*(g*h). By the definition of convolution,

((f*g)*h)⁢(u) =∫ℝ(f*g)⁢(x)⁢h⁢(u-x)⁢𝑑x
=∫ℝ[∫ℝf⁢(y)⁢g⁢(x-y)⁢𝑑y]⁢h⁢(u-x)⁢𝑑x
=∫ℝ∫ℝf⁢(y)⁢g⁢(x-y)⁢h⁢(u-x)⁢𝑑y⁢𝑑x.

By Fubini’s theorem we can switch the order of integration. Thus

((f*g)*h)⁢(u) =∫ℝ∫ℝf⁢(y)⁢g⁢(x-y)⁢h⁢(u-x)⁢𝑑x⁢𝑑y
=∫ℝf⁢(y)⁢[∫ℝg⁢(x-y)⁢h⁢(u-x)⁢𝑑x]⁢𝑑y.

Now let us look at the inner integral. By translationMathworldPlanetmathPlanetmath invariance,

∫ℝg⁢(x-y)⁢h⁢(u-x)⁢𝑑x =∫ℝg⁢((x+y)-y)⁢h⁢(u-(x+y))⁢𝑑x
=∫ℝg⁢(x)⁢h⁢((u-y)-x)⁢𝑑x
=(g*h)⁢(u-y).

So we have shown that

((f*g)*h)⁢(u)=∫ℝf⁢(y)⁢(g*h)⁢(u-y)⁢𝑑y,

which by definition is (f*(g*h))⁢(u). Hence convolution is associative. ∎

Title convolution, associativity of
Canonical name ConvolutionAssociativityOf
Date of creation 2013-03-22 16:56:36
Last modified on 2013-03-22 16:56:36
Owner mps (409)
Last modified by mps (409)
Numerical id 5
Author mps (409)
Entry type Derivation
Classification msc 94A12
Classification msc 44A35