TheoremBase

Linear combinations and constants follow from the one-variable sum, constant-multiple and constant rules applied to the sections. For a C2C^2 function on H−mH^{-m}, the Fréchet expansion along the line x+te_k gives the first section derivative <DPhi(x+te_k),e_k>, and the second-derivative expansion of the gradient, tested against eke_k, gives D2Phi(x)(ekD^2Phi(x)(e_k,ek)e_k).

Proof

Each result cited is universally quantified over the data in its own statement.

Elementary arithmetic, order and absolute values of real numbers are used freely under The Real Numbers: Standing Notation and Background §background. Differentiability of a function f:R→Rf:\mathbb{R}\to\mathbb{R} at a point t0t_{0}, and its derivative f′(t0)f'(t_{0}), are those of Single-Variable Calculus on an Interval §derivative with I=RI=\mathbb{R}, as fixed in Derivatives of a Function on the Sobolev Space of Order -1 along the Fourier Modes; every point of R\mathbb{R} is an interior point of R\mathbb{R}, and the condition "t0+h∈It_{0}+h\in I" in that definition is automatic. For φ:H−1→R\varphi:H^{-1}\to\mathbb{R}, x∈H−1x\in H^{-1} and k∈Znk\in\mathbb{Z}^{n} we write σx,kφ\sigma^{\varphi}_{x,k} for the section t↦φ(x+tek)t\mapsto\varphi(x+te_{k}) of Derivatives of a Function on the Sobolev Space of Order -1 along the Fourier Modes.

Step 1 (Clause linear: combinations). Let φ,ψ\varphi,\psi, a,ba,b be as in clause 1, put χ=aφ+bψ\chi=a\varphi+b\psi, and fix x∈H−1x\in H^{-1} and k∈Znk\in\mathbb{Z}^{n}. Since functions are combined pointwise, σx,kχ(t)=a σx,kφ(t)+b σx,kψ(t)\sigma^{\chi}_{x,k}(t)=a\,\sigma^{\varphi}_{x,k}(t)+b\,\sigma^{\psi}_{x,k}(t) for every t∈Rt\in\mathbb{R}, that is, σx,kχ=aσx,kφ+bσx,kψ\sigma^{\chi}_{x,k}=a\sigma^{\varphi}_{x,k}+b\sigma^{\psi}_{x,k} as functions on R\mathbb{R}. By Derivatives of a Function on the Sobolev Space of Order -1 along the Fourier Modes §twice, σx,kφ\sigma^{\varphi}_{x,k} and σx,kψ\sigma^{\psi}_{x,k} are differentiable at every t∈Rt\in\mathbb{R}, and their derivatives are differentiable at 00. By claim 2 of Sum, Constant Multiple, and Product Rules for One-Dimensional Derivatives (the sum and constant multiple rules, applied on the interval R\mathbb{R}, first to the two multiples and then to their sum), σx,kχ\sigma^{\chi}_{x,k} is differentiable at every t∈Rt\in\mathbb{R} with

(σx,kχ)′(t)=a (σx,kφ)′(t)+b (σx,kψ)′(t),(\sigma^{\chi}_{x,k})'(t)=a\,(\sigma^{\varphi}_{x,k})'(t)+b\,(\sigma^{\psi}_{x,k})'(t),

so that (σx,kχ)′=a(σx,kφ)′+b(σx,kψ)′(\sigma^{\chi}_{x,k})'=a(\sigma^{\varphi}_{x,k})'+b(\sigma^{\psi}_{x,k})' as functions on R\mathbb{R}; and the same claim, applied at the point 00 to these derivative functions, shows that (σx,kχ)′(\sigma^{\chi}_{x,k})' is differentiable at 00 with

((σx,kχ)′)′(0)=a ((σx,kφ)′)′(0)+b ((σx,kψ)′)′(0).\bigl((\sigma^{\chi}_{x,k})'\bigr)'(0)=a\,\bigl((\sigma^{\varphi}_{x,k})'\bigr)'(0)+b\,\bigl((\sigma^{\psi}_{x,k})'\bigr)'(0).

As xx and kk were arbitrary, χ\chi is twice differentiable along the modes (Derivatives of a Function on the Sobolev Space of Order -1 along the Fourier Modes §twice), and evaluating the first display at t=0t=0 and reading both displays through Derivatives of a Function on the Sobolev Space of Order -1 along the Fourier Modes §derivatives gives the two asserted identities.

Step 2 (Clause linear: constants). Let φ\varphi have constant value c∈Rc\in\mathbb{R}, and fix xx and kk. Then σx,kφ\sigma^{\varphi}_{x,k} is the constant function with value cc on R\mathbb{R}, which by claim 1 of Sum, Constant Multiple, and Product Rules for One-Dimensional Derivatives is differentiable at every t∈Rt\in\mathbb{R} with derivative 00. So (σx,kφ)′(\sigma^{\varphi}_{x,k})' is the constant function with value 00, which by the same claim is differentiable at 00 with derivative 00. Hence φ\varphi is twice differentiable along the modes, and ∂kφ(x)=0\partial_{k}\varphi(x)=0 and ∂k2φ(x)=0\partial_{k}^{2}\varphi(x)=0 by Derivatives of a Function on the Sobolev Space of Order -1 along the Fourier Modes §derivatives.

Step 3 (Clause sobolev: setup). Let mm and Φ\Phi be as in clause 2, and write ⟨⋅,⋅⟩\langle\cdot,\cdot\rangle and ∣⋅∣|\cdot| for the inner product and norm of H−m=H−m(Tn)H^{-m}=H^{-m}(\mathbb{T}^{n}). Both H−1H^{-1} and H−mH^{-m} are linear subspaces of Map(Zn,R)\mathrm{Map}(\mathbb{Z}^{n},\mathbb{R}) under the pointwise operations (The Negative-Order Sobolev Spaces of the Torus §space), and H−1⊆H−mH^{-1}\subseteq H^{-m} as recorded in the statement; so for x∈H−1x\in H^{-1} and t∈Rt\in\mathbb{R} the vector x+tekx+te_{k} is the same family whether formed in H−1H^{-1} or in H−mH^{-m}, and the section of Φ∣H−1\Phi|_{H^{-1}} at xx along kk is σ(t)=Φ(x+tek)\sigma(t)=\Phi(x+te_{k}). The set H−mH^{-m} is open in itself (Real Hilbert Spaces: Standing Notation and Background §topology). Since Φ\Phi is of class C2C^{2} on H−mH^{-m}, it is of class C1C^{1} there, hence differentiable at every point of H−mH^{-m}, and has a second derivative at every point of H−mH^{-m} (The Classes C1C^1 and C2C^2 on an Open Subset of a Real Inner Product Space §c2, The Classes C1C^1 and C2C^2 on an Open Subset of a Real Inner Product Space §c1). Fix x∈H−1x\in H^{-1} and k∈Znk\in\mathbb{Z}^{n}, and put c=∣ek∣c=|e_{k}|, a nonnegative real number; then 0<c+10<c+1 and 0<c2+10<c^{2}+1.

Step 4 (Clause sobolev: the first derivative). Let t0∈Rt_{0}\in\mathbb{R} and y=x+t0ek∈H−my=x+t_{0}e_{k}\in H^{-m}, and let p=DΦ(y)p=D\Phi(y), which by Fréchet Differentiability and the Gradient on an Open Subset of a Real Inner Product Space §gradient has the property of Fréchet Differentiability and the Gradient on an Open Subset of a Real Inner Product Space §differentiable at yy. We show that σ\sigma is differentiable at t0t_{0} with derivative ⟨p,ek⟩\langle p,e_{k}\rangle. Let ε>0\varepsilon>0 be given; the choices are made in the order ε′\varepsilon', then δ\delta, then δ′\delta'. Put ε′=ε/(c+1)\varepsilon'=\varepsilon/(c+1), which is positive, and let δ>0\delta>0 be the radius that Fréchet Differentiability and the Gradient on an Open Subset of a Real Inner Product Space §differentiable provides for Φ\Phi at yy with gradient pp and ε′\varepsilon' in place of ε\varepsilon; put δ′=δ/(c+1)>0\delta'=\delta/(c+1)>0. Let h∈Rh\in\mathbb{R} with 0<∣h∣<δ′0<|h|<\delta', and z=hekz=he_{k}. By Elementary Identities in a Real Inner Product Space §homogeneity, ∣z∣=∣h∣ c≤∣h∣(c+1)<δ|z|=|h|\,c\le|h|(c+1)<\delta, so

∣Φ(y+z)−Φ(y)−⟨p,z⟩∣≤ε′ ∣h∣ c.\bigl|\Phi(y+z)-\Phi(y)-\langle p,z\rangle\bigr|\le\varepsilon'\,|h|\,c .

Here y+z=x+(t0+h)eky+z=x+(t_{0}+h)e_{k} by the vector space axioms, so Φ(y+z)=σ(t0+h)\Phi(y+z)=\sigma(t_{0}+h) and Φ(y)=σ(t0)\Phi(y)=\sigma(t_{0}), and ⟨p,z⟩=h⟨p,ek⟩\langle p,z\rangle=h\langle p,e_{k}\rangle by Elementary Identities in a Real Inner Product Space §bilinear. Dividing by ∣h∣>0|h|>0,

∣σ(t0+h)−σ(t0)h−⟨p,ek⟩∣≤ε′c=ε cc+1<ε.\Bigl|\frac{\sigma(t_{0}+h)-\sigma(t_{0})}{h}-\langle p,e_{k}\rangle\Bigr|\le\varepsilon'c=\varepsilon\,\frac{c}{c+1}<\varepsilon .

Hence σ\sigma is differentiable at every t0∈Rt_{0}\in\mathbb{R}, and

σ′(t0)=⟨DΦ(x+t0ek),ek⟩(t0∈R);\sigma'(t_{0})=\langle D\Phi(x+t_{0}e_{k}),e_{k}\rangle\qquad(t_{0}\in\mathbb{R});

in particular ∂k(Φ∣H−1)(x)=σ′(0)=⟨DΦ(x),ek⟩\partial_{k}(\Phi|_{H^{-1}})(x)=\sigma'(0)=\langle D\Phi(x),e_{k}\rangle by Derivatives of a Function on the Sobolev Space of Order -1 along the Fourier Modes §derivatives.

Step 5 (Clause sobolev: the second derivative). Since Φ\Phi has a second derivative at xx, The Second Derivative and the Hessian on an Open Subset of a Real Inner Product Space §expansion provides a form b∈Sym(H−m)b\in\mathrm{Sym}(H^{-m}) and a positive ρ\rho such that bb is a second derivative of Φ\Phi at xx (with Bd(x,ρ)⊆H−mB_{d}(x,\rho)\subseteq H^{-m} and Φ\Phi differentiable on that ball); by The Second Derivative and the Hessian on an Open Subset of a Real Inner Product Space §hessian, b=D2Φ(x)b=D^{2}\Phi(x). We show that σ′\sigma' is differentiable at 00 with derivative b(ek,ek)b(e_{k},e_{k}). Let ε>0\varepsilon>0 be given; the choices are made in the order ε′\varepsilon', then δ\delta, then δ′\delta'. Put ε′=ε/(c2+1)>0\varepsilon'=\varepsilon/(c^{2}+1)>0, let δ\delta (positive, with δ≤ρ\delta\le\rho) be the radius that The Second Derivative and the Hessian on an Open Subset of a Real Inner Product Space §expansion provides for bb with ε′\varepsilon' in place of ε\varepsilon, and put δ′=δ/(c+1)>0\delta'=\delta/(c+1)>0. Let h∈Rh\in\mathbb{R} with 0<∣h∣<δ′0<|h|<\delta', and w=hekw=he_{k}; as in Step 4, ∣w∣=∣h∣c<δ|w|=|h|c<\delta. Applying the expansion inequality with this ww and with eke_{k} in the second slot,

∣⟨DΦ(x+w)−DΦ(x),ek⟩−b(hek,ek)∣≤ε′ ∣h∣ c⋅c.\bigl|\langle D\Phi(x+w)-D\Phi(x),e_{k}\rangle-b(he_{k},e_{k})\bigr|\le\varepsilon'\,|h|\,c\cdot c .

By Step 4 and Elementary Identities in a Real Inner Product Space §bilinear, ⟨DΦ(x+w)−DΦ(x),ek⟩=σ′(h)−σ′(0)\langle D\Phi(x+w)-D\Phi(x),e_{k}\rangle=\sigma'(h)-\sigma'(0); and b(hek,ek)=h b(ek,ek)b(he_{k},e_{k})=h\,b(e_{k},e_{k}) by the homogeneity condition of Bounded Symmetric Bilinear Forms on a Real Inner Product Space: Norm, Order, Identity Form and Restriction §form. Dividing by ∣h∣>0|h|>0,

∣σ′(h)−σ′(0)h−b(ek,ek)∣≤ε′c2=ε c2c2+1<ε.\Bigl|\frac{\sigma'(h)-\sigma'(0)}{h}-b(e_{k},e_{k})\Bigr|\le\varepsilon'c^{2}=\varepsilon\,\frac{c^{2}}{c^{2}+1}<\varepsilon .

So σ′\sigma' is differentiable at 00 with (σ′)′(0)=b(ek,ek)=D2Φ(x)(ek,ek)(\sigma')'(0)=b(e_{k},e_{k})=D^{2}\Phi(x)(e_{k},e_{k}).

Step 6 (Conclusion of clause sobolev). Steps 4 and 5 hold for every x∈H−1x\in H^{-1} and k∈Znk\in\mathbb{Z}^{n}, so Φ∣H−1\Phi|_{H^{-1}} is twice differentiable along the modes (Derivatives of a Function on the Sobolev Space of Order -1 along the Fourier Modes §twice), and by Derivatives of a Function on the Sobolev Space of Order -1 along the Fourier Modes §derivatives

∂k(Φ∣H−1)(x)=⟨DΦ(x),ek⟩H−m,∂k2(Φ∣H−1)(x)=D2Φ(x)(ek,ek).\partial_{k}(\Phi|_{H^{-1}})(x)=\langle D\Phi(x),e_{k}\rangle_{H^{-m}},\qquad\partial_{k}^{2}(\Phi|_{H^{-1}})(x)=D^{2}\Phi(x)(e_{k},e_{k}).

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