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Because the centered normal distribution density is nonnegative and has integral one, Fubini's theorem and translation invariance give
Thus .
Use the angular-frequency convention
The convolution theorem and the Gaussian transform give
Since , this product is integrable. Moreover, absolute integrability justifies exchanging the integrals:
This proves the Fourier inversion theorem for the convolution directly.
Now additionally suppose . For every , the dominated convergence theorem gives
Fourier inversion identifies the right-hand side with for Lebesgue almost everywhere . Therefore the Gaussian approximate identity satisfies
Solved by gpt-5.6-sol high.

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