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Proof of Properties of the Fourier Coefficients on the Torus, and the Realisation of Weighted Coefficient Families

lemmalem:fourier-coefficients-torus-2026a
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· 6,019 chars · 15 deps · depth 30 Reason: Proof of the Fourier coefficient properties lemma (Stage 4 foundations).

Linearity is the bilinearity of the inner product; injectivity is the completeness of the trigonometric system; Parseval, the expansion and the Riesz-Fischer statement are the orthonormal expansion theorem applied to the trigonometric orthonormal basis along the enumeration; and the realisation clause follows from injectivity together with the invertibility of the weights.

Proof

Each result cited is universally quantified over the data in its own statement. Two coefficient families are equal exactly when their values agree at every kZnk\in\mathbb{Z}^{n}, and the pointwise operations of Map(Zn,R)\mathrm{Map}(\mathbb{Z}^{n},\mathbb{R}) are those of The Real Vector Space of Real-Valued Functions on a Set §vector-space. The inner-product norm of L2(Tn)L^{2}(\mathbb{T}^{n}) is L2\lVert\,\cdot\,\rVert_{L^{2}} by The Lebesgue Space of Square-Integrable Functions is a Real Hilbert Space §inner-product, and differences in it are those of Elementary Identities in a Vector Space. The inner product identities of Elementary Identities in a Real Inner Product Space §bilinear and the conditions of Real Inner Product Space §inner-product are used for ,L2\langle\,\cdot\,,\cdot\,\rangle_{L^{2}}. For an enumeration κ\kappa, the sequence (Eκ(j))jN(E_{\kappa(j)})_{j\in\mathbb{N}} is an orthonormal basis of L2(Tn)L^{2}(\mathbb{T}^{n}) by The Trigonometric System is an Orthonormal Basis of the Square-Integrable Space of the Torus §basis, so that Orthonormal Expansions in a Real Hilbert Space, in the setting of Real Hilbert Spaces: Standing Notation and Background, applies to H=L2(Tn)H=L^{2}(\mathbb{T}^{n}) with ej=Eκ(j)e_{j}=E_{\kappa(j)}.

Claim 1. Let U,UL2(Tn)U,U'\in L^{2}(\mathbb{T}^{n}), tRt\in\mathbb{R} and kZnk\in\mathbb{Z}^{n}. By condition (b) of Real Inner Product Space §inner-product, U+U^(k)=U+U,EkL2=U,EkL2+U,EkL2=U^(k)+U^(k)=(U^+U^)(k)\widehat{U+U'}(k)=\langle U+U',E_{k}\rangle_{L^{2}}=\langle U,E_{k}\rangle_{L^{2}}+\langle U',E_{k}\rangle_{L^{2}}=\hat{U}(k)+\hat{U}'(k)=(\hat{U}+\hat{U}')(k), and by condition (c), tU^(k)=tU,EkL2=(tU^)(k)\widehat{tU}(k)=t\langle U,E_{k}\rangle_{L^{2}}=(t\hat{U})(k). As kk was arbitrary, U+U^=U^+U^\widehat{U+U'}=\hat{U}+\hat{U}' and tU^=tU^\widehat{tU}=t\hat{U}, which are the two conditions of Linear Map.

Claim 2. Let U^=U^\hat{U}=\hat{U}'. For every kZnk\in\mathbb{Z}^{n}, Elementary Identities in a Real Inner Product Space §bilinear gives UU,EkL2=U,EkL2U,EkL2=U^(k)U^(k)=0\langle U-U',E_{k}\rangle_{L^{2}}=\langle U,E_{k}\rangle_{L^{2}}-\langle U',E_{k}\rangle_{L^{2}}=\hat{U}(k)-\hat{U}'(k)=0. By The Trigonometric System is an Orthonormal Basis of the Square-Integrable Space of the Torus §complete, UU=0L2U-U'=0_{L^{2}}, and adding UU' to both sides, using the conditions of Vector Space over a Field and claim 2 of Elementary Identities in a Vector Space, gives U=UU=U'.

Claim 3. E^k(k)=Ek,EkL2\hat{E}_{k}(k')=\langle E_{k},E_{k'}\rangle_{L^{2}}, which equals 11 if k=kk=k' and 00 otherwise by The Trigonometric System on the Torus is Orthonormal §orthonormal.

Claim 4. Let κ\kappa be an enumeration and U,UL2(Tn)U,U'\in L^{2}(\mathbb{T}^{n}). Since U,Eκ(j)L2=U^(κ(j))\langle U,E_{\kappa(j)}\rangle_{L^{2}}=\hat{U}(\kappa(j)), Orthonormal Expansions in a Real Hilbert Space §parseval, applied with x=Ux=U and y=Uy=U', states that j=1U^(κ(j))U^(κ(j))\sum_{j=1}^{\infty}\hat{U}(\kappa(j))\hat{U}'(\kappa(j)) converges with sum U,UL2\langle U,U'\rangle_{L^{2}} and that j=1U^(κ(j))2\sum_{j=1}^{\infty}\hat{U}(\kappa(j))^{2} has sum U,UL2=(UL2)2\langle U,U\rangle_{L^{2}}=(\lVert U\rVert_{L^{2}})^{2}, the last equality by Real Inner Product Space §norm; and Orthonormal Expansions in a Real Hilbert Space §expansion states that j=1U^(κ(j))Eκ(j)\sum_{j=1}^{\infty}\hat{U}(\kappa(j))E_{\kappa(j)} converges in L2(Tn)L^{2}(\mathbb{T}^{n}) with sum UU.

Claim 5. Let κ\kappa be an enumeration and cMap(Zn,R)c\in\mathrm{Map}(\mathbb{Z}^{n},\mathbb{R}) with j=1c(κ(j))2\sum_{j=1}^{\infty}c(\kappa(j))^{2} convergent. Applying Orthonormal Expansions in a Real Hilbert Space §riesz-fischer to the sequence cj=c(κ(j))c_{j}=c(\kappa(j)) of real numbers, the series j=1c(κ(j))Eκ(j)\sum_{j=1}^{\infty}c(\kappa(j))E_{\kappa(j)} converges in L2(Tn)L^{2}(\mathbb{T}^{n}); writing UU for its sum, (UL2)2=j=1c(κ(j))2(\lVert U\rVert_{L^{2}})^{2}=\sum_{j=1}^{\infty}c(\kappa(j))^{2} and U,Eκ(j)L2=c(κ(j))\langle U,E_{\kappa(j)}\rangle_{L^{2}}=c(\kappa(j)) for every jNj\in\mathbb{N}. Given kZnk\in\mathbb{Z}^{n}, by Bijection of Sets there is jNj\in\mathbb{N} with κ(j)=k\kappa(j)=k, so U^(k)=c(k)\hat{U}(k)=c(k); hence U^=c\hat{U}=c. If UL2(Tn)U'\in L^{2}(\mathbb{T}^{n}) also satisfies U^=c\hat{U}'=c, then U=UU'=U by claim 2. This proves claim 5.

Claim 6. Fix mNm\in\mathbb{N}. Since ρk0\rho_{k}\ne0, claim 4 of Properties of Natural Number Powers in a Field gives ρkm0\rho_{k}^{m}\ne0 for every kZnk\in\mathbb{Z}^{n}, so (ρkm)1(\rho_{k}^{m})^{-1} exists.

Uniqueness. If W,WL2(Tn)W,W'\in L^{2}(\mathbb{T}^{n}) both satisfy W^(k)=ρkmc(k)=W^(k)\hat{W}(k)=\rho_{k}^{m}c(k)=\hat{W}'(k) for every kk, then W^=W^\hat{W}=\hat{W}' and W=WW=W' by claim 2.

Subspace. By Elementary Identities in a Real Inner Product Space §zero, 0L2^(k)=0L2,EkL2=0=ρkm0\widehat{0_{L^{2}}}(k)=\langle0_{L^{2}},E_{k}\rangle_{L^{2}}=0=\rho_{k}^{m}\cdot0 for every kk, so the zero family lies in Hm\mathcal{H}_{m}, with Λm\Lambda_{m} of it equal to 0L20_{L^{2}}. Let c,dHmc,d\in\mathcal{H}_{m}, tRt\in\mathbb{R}, W=ΛmcW=\Lambda_{m}c and W=ΛmdW'=\Lambda_{m}d. By claim 1 and distributivity in R\mathbb{R}, for every kk,

W+W^(k)=ρkmc(k)+ρkmd(k)=ρkm(c+d)(k),tW^(k)=tρkmc(k)=ρkm(tc)(k),\widehat{W+W'}(k)=\rho_{k}^{m}c(k)+\rho_{k}^{m}d(k)=\rho_{k}^{m}\,(c+d)(k),\qquad \widehat{tW}(k)=t\,\rho_{k}^{m}c(k)=\rho_{k}^{m}\,(tc)(k),

so c+dc+d and tctc lie in Hm\mathcal{H}_{m}, with Λm(c+d)=W+W=Λmc+Λmd\Lambda_{m}(c+d)=W+W'=\Lambda_{m}c+\Lambda_{m}d and Λm(tc)=tW=tΛmc\Lambda_{m}(tc)=tW=t\Lambda_{m}c by uniqueness. Thus Hm\mathcal{H}_{m} satisfies the three conditions of Linear Subspace, so it is a linear subspace of Map(Zn,R)\mathrm{Map}(\mathbb{Z}^{n},\mathbb{R}) and, by The Real Vector Space of Real-Valued Functions on a Set §subspace, a real vector space under the pointwise operations; and Λm\Lambda_{m} satisfies the two conditions of Linear Map for that vector space structure.

Bijection. Let WL2(Tn)W\in L^{2}(\mathbb{T}^{n}). Define cMap(Zn,R)c\in\mathrm{Map}(\mathbb{Z}^{n},\mathbb{R}) by c(k)=(ρkm)1W^(k)c(k)=(\rho_{k}^{m})^{-1}\hat{W}(k); then ρkmc(k)=W^(k)\rho_{k}^{m}c(k)=\hat{W}(k) for every kk, so cHmc\in\mathcal{H}_{m} and Λmc=W\Lambda_{m}c=W. If dHmd\in\mathcal{H}_{m} also satisfies Λmd=W\Lambda_{m}d=W, then ρkmd(k)=W^(k)=ρkmc(k)\rho_{k}^{m}d(k)=\hat{W}(k)=\rho_{k}^{m}c(k) for every kk, and multiplying by (ρkm)1(\rho_{k}^{m})^{-1} gives d(k)=c(k)d(k)=c(k), so d=cd=c. Hence every WW has exactly one preimage under Λm\Lambda_{m}, which is the condition of Bijection of Sets.

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