Take a minimizing sequence for the variational regularization functionalIts coercivity makes the sequence bounded. Since is a reflexive Banach space, a subsequence converges weakly to some . A convex norm-lower-semicontinuous functional has weak lower semicontinuity, so this applies to both and the convex continuous map . Thereforeand is a minimizer. This is the direct method in the calculus of variations.
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