For with endpoint values zero and one, the zero-penalty minimizer has infinite derivative penalty. Use instead. The mismatch is at most , while the derivative penalty is . Balancing and by gives an upper energy bound of order . Nonnegativity then proves convergence of minimum energies to zero. This is a recovery construction; no claim of a matching lower asymptotic constant is needed.

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