For example, it suffices to assume . Indeed the absolute double integral is
Thus Fubini's theorem permits interchange in the Fourier transform of the convolution. With ,
Hence the convolution theorem in this normalization is
There is no extra in this formula; that factor belongs to the inverse transform and Parseval identity for the convention being used.

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