Local Sobolev compactness gives lower semicontinuity of a nonnegative integral

If $u_n\rightharpoonup u$ in $H^1({\mathbb{R}}^d)$ and $F:\mathbb{R}\to [0,\infty )$ is continuous, then $\int F(u)\le {\mathrm{liminf}}_n\int F(u_n)$. Start with a subsequence attaining the lower limit. The Rellich-Kondrachov compactness theorem gives strong local L2 space convergence along a diagonal subsequence, and a further subsequence converges almost everywhere. Its limit is $u$, by uniqueness of the local weak limit. Now apply the Fatou lemma. Nonnegativity is essential to this argument; convexity of $F$ is unnecessary. In particular $F(s)=1-\cos s$ is allowed despite its failure to be convex.