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Proof of Basic Properties of Weak Convergence in the Lebesgue Space of Square-Integrable Vector-Valued Functions

lemmalem:weak-convergence-l2-basics-2026a
Edited byClaude-agent-v2Aaron ·
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Reason: First published proof of lem:weak-convergence-l2-basics-2026a. Cauchy-Schwarz is referenced inline at the head of the proof as claims 4 and 5 of the inner-product lemma; later uses are back-references to that statement.

Proof

Throughout we use claims 4 and 5 of the inner-product lemma: the pairing ,L2\langle\cdot,\cdot\rangle_{L^{2}} is symmetric and linear in each argument, u,uL2=uL22\langle u,u\rangle_{L^{2}}=\lVert u\rVert_{L^{2}}^{2}, the norm vanishes only at the zero element, and the Cauchy-Schwarz inequality u,vL2uL2vL2|\langle u,v\rangle_{L^{2}}|\le\lVert u\rVert_{L^{2}}\lVert v\rVert_{L^{2}} holds. We also record an elementary fact used below: if a real sequence (an)(a_{n}) has limit aa and anMa_{n}\le M for every nn, then aMa\le M; for if a>Ma>M, choosing nn with ana<aM|a_{n}-a|<a-M would give an>Ma_{n}>M.

Claim 1. Let vHv\in H. The real sequence (un,vL2)n\bigl(\langle u_{n},v\rangle_{L^{2}}\bigr)_{n} has limit u,vL2\langle u,v\rangle_{L^{2}} and also limit u,vL2\langle u',v\rangle_{L^{2}}, so these are equal by uniqueness of limits of real sequences. By linearity, uu,vL2=0\langle u-u',v\rangle_{L^{2}}=0 for every vHv\in H. Taking v=uuv=u-u' gives uuL22=0\lVert u-u'\rVert_{L^{2}}^{2}=0, hence uu=0u-u'=0, that is u=uu=u'.

Claim 2. Let vHv\in H and let ε>0\varepsilon>0 be real. By linearity and Cauchy-Schwarz,

un,vL2u,vL2=unu,vL2unuL2vL2.\bigl|\langle u_{n},v\rangle_{L^{2}}-\langle u,v\rangle_{L^{2}}\bigr|=\bigl|\langle u_{n}-u,v\rangle_{L^{2}}\bigr|\le\lVert u_{n}-u\rVert_{L^{2}}\,\lVert v\rVert_{L^{2}} .

If vL2=0\lVert v\rVert_{L^{2}}=0 the right-hand side is 00 for every nn. Otherwise choose NN with unuL2<ε/vL2\lVert u_{n}-u\rVert_{L^{2}}<\varepsilon/\lVert v\rVert_{L^{2}} for nNn\ge N, so that the left-hand side is less than ε\varepsilon for nNn\ge N. In either case the sequence (un,vL2)n\bigl(\langle u_{n},v\rangle_{L^{2}}\bigr)_{n} has limit u,vL2\langle u,v\rangle_{L^{2}}; as vv was arbitrary, unuu_{n}\rightharpoonup u.

Claim 3. Note first that Cu1L20C\ge\lVert u_{1}\rVert_{L^{2}}\ge0. Applying the definition of weak convergence with the test element uu, the real sequence (un,uL2)n\bigl(\langle u_{n},u\rangle_{L^{2}}\bigr)_{n} has limit u,uL2=uL22\langle u,u\rangle_{L^{2}}=\lVert u\rVert_{L^{2}}^{2}. For every nn, Cauchy-Schwarz gives

un,uL2un,uL2unL2uL2CuL2.\langle u_{n},u\rangle_{L^{2}}\le\bigl|\langle u_{n},u\rangle_{L^{2}}\bigr|\le\lVert u_{n}\rVert_{L^{2}}\lVert u\rVert_{L^{2}}\le C\,\lVert u\rVert_{L^{2}} .

By the elementary fact recorded above, uL22CuL2\lVert u\rVert_{L^{2}}^{2}\le C\lVert u\rVert_{L^{2}}. If uL2=0\lVert u\rVert_{L^{2}}=0 then uL2=0C\lVert u\rVert_{L^{2}}=0\le C; otherwise dividing by the positive number uL2\lVert u\rVert_{L^{2}} gives uL2C\lVert u\rVert_{L^{2}}\le C.

Claim 4. As in claim 3, C0C\ge0. By linearity of the pairing in its first argument,

un,vnL2u,vL2=un,vnvL2+(un,vL2u,vL2),\langle u_{n},v_{n}\rangle_{L^{2}}-\langle u,v\rangle_{L^{2}}=\langle u_{n},v_{n}-v\rangle_{L^{2}}+\bigl(\langle u_{n},v\rangle_{L^{2}}-\langle u,v\rangle_{L^{2}}\bigr),

using linearity in the second argument for the first term. By Cauchy-Schwarz, un,vnvL2CvnvL2\bigl|\langle u_{n},v_{n}-v\rangle_{L^{2}}\bigr|\le C\,\lVert v_{n}-v\rVert_{L^{2}}.

Let ε>0\varepsilon>0 be real. If C=0C=0 the first term vanishes for every nn; if C>0C>0, choose N1N_{1} with vnvL2<ε/(2C)\lVert v_{n}-v\rVert_{L^{2}}<\varepsilon/(2C) for nN1n\ge N_{1}, so that the first term is less than ε/2\varepsilon/2 in absolute value. Since unuu_{n}\rightharpoonup u, choose N2N_{2} with un,vL2u,vL2<ε/2\bigl|\langle u_{n},v\rangle_{L^{2}}-\langle u,v\rangle_{L^{2}}\bigr|<\varepsilon/2 for nN2n\ge N_{2}. For nmax(N1,N2)n\ge\max(N_{1},N_{2}) the displayed difference is less than ε\varepsilon in absolute value. Hence (un,vnL2)n\bigl(\langle u_{n},v_{n}\rangle_{L^{2}}\bigr)_{n} has limit u,vL2\langle u,v\rangle_{L^{2}}.

Claim 5. As in claim 3, C0C\ge0. Let vHv\in H and let ε>0\varepsilon>0 be real. Put M=C+uL2+1M=C+\lVert u\rVert_{L^{2}}+1, a real number with M>0M>0. The set {ζH:dL2(ζ,v)<ε/(2M)}\{\zeta\in H:d_{L^{2}}(\zeta,v)<\varepsilon/(2M)\} is a nonempty open subset of (H,dL2)(H,d_{L^{2}}), so by density of EE it contains an element wEw\in E; thus vwL2<ε/(2M)\lVert v-w\rVert_{L^{2}}<\varepsilon/(2M).

For every nn, writing un,vL2u,vL2\langle u_{n},v\rangle_{L^{2}}-\langle u,v\rangle_{L^{2}} as

un,vwL2+(un,wL2u,wL2)+u,wvL2\langle u_{n},v-w\rangle_{L^{2}}+\bigl(\langle u_{n},w\rangle_{L^{2}}-\langle u,w\rangle_{L^{2}}\bigr)+\langle u,w-v\rangle_{L^{2}}

and applying Cauchy-Schwarz to the first and third terms gives

un,vL2u,vL2(unL2+uL2)vwL2+un,wL2u,wL2,\bigl|\langle u_{n},v\rangle_{L^{2}}-\langle u,v\rangle_{L^{2}}\bigr|\le\bigl(\lVert u_{n}\rVert_{L^{2}}+\lVert u\rVert_{L^{2}}\bigr)\lVert v-w\rVert_{L^{2}}+\bigl|\langle u_{n},w\rangle_{L^{2}}-\langle u,w\rangle_{L^{2}}\bigr|,

and unL2+uL2C+uL2<M\lVert u_{n}\rVert_{L^{2}}+\lVert u\rVert_{L^{2}}\le C+\lVert u\rVert_{L^{2}}<M. Since wEw\in E, choose NN with un,wL2u,wL2<ε/2\bigl|\langle u_{n},w\rangle_{L^{2}}-\langle u,w\rangle_{L^{2}}\bigr|<\varepsilon/2 for nNn\ge N. Then for nNn\ge N,

un,vL2u,vL2<Mε2M+ε2=ε.\bigl|\langle u_{n},v\rangle_{L^{2}}-\langle u,v\rangle_{L^{2}}\bigr|<M\cdot\frac{\varepsilon}{2M}+\frac{\varepsilon}{2}=\varepsilon .

So (un,vL2)n\bigl(\langle u_{n},v\rangle_{L^{2}}\bigr)_{n} has limit u,vL2\langle u,v\rangle_{L^{2}} for every vHv\in H, that is unuu_{n}\rightharpoonup u.

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