  Considering a general linear ill-posed equation, we explore the duality
arising from the requirement that the discrepancy should take a given value
based on the estimation of the noise level, as is notably the case when using
the Morozov principle. We show that, under reasonable assumptions, the dual
function is smooth, and that its maximization points out the appropriate value
of Tikhonov's regularization parameter.
