Each result cited below is universally quantified over the data in its own statement. Elementary facts about real numbers, finite sums, squares and absolute values are used through The Real Numbers: Standing Notation and Background without further mention.
Notation. Write κ=κN and, for i∈[m],
q^i=qκ(i),a^i=aκ(i),c^i=cκ(i),μ^i=μκ(i),wi=μ^i+2q^i.
Each q^i is positive by The Riccati Coefficients of the Wick-Square Problem: Existence, the Gaussian Profile and Summable Constants §root, applied at the mode κ(i), and 1≤μ^i by The Wick-Square Problem on the Torus: Standing Notation §modes; hence 1≤wi. The numbers γ, ν and β are positive by The Wick-Square Problem on the Torus: Standing Notation §parameters. Since κ is a bijection from [m] onto the nonempty set ΓN (The Galerkin Problems of the Wick-Square Problem: Standing Notation for Cubes of Modes, Coordinates, the Free Galerkin Quadratic and the Riccati Potential §cutoff), the set [m] is nonempty, so 1≤m. For v,v′∈Rm we use ∥v∥2=∑i=1mvi2 (the Euclidean norm being the square root of this sum) and v⋅v′=∑i=1mvivi′. Finally δli is 1 if l=i and 0 otherwise.
Step 1 (Partial derivatives of the building blocks). Let z∈Rm and i,j∈[m]. For the constant function with value b∈R, the difference quotient in Partial Derivative on a Euclidean Open Set equals (b−b)/h=0 for every nonzero h (the perturbed point lies in the domain Rm), so its partial derivative with respect to the ith variable exists at z with value 0. For the coordinate function πj(z)=zj the quotient equals ((zj+hδij)−zj)/h=δij, so ∂iπj(z)=δij. By the product and scalar rules of claim 1 of Constants, Coordinate Functions, Sums and Products of Ck Functions on a Euclidean Open Set, the function z↦αzj2=απj(z)πj(z) has ith partial derivative 2αδijzj at z, for every α∈R. By the sum rule of the same claim, applied by induction on the number of summands, for reals α1,…,αm,b1,…,bm the function f(z)=∑j=1m(αjzj2+bj) satisfies
∂if(z)=j=1∑m2αjδijzj=2αizi,
and, the function z↦2αizi=2αiπi(z) having lth partial derivative 2αiδli by claim 1 of Constants, Coordinate Functions, Sums and Products of Ck Functions on a Euclidean Open Set, also ∂l∂if(z)=2αiδli for every l∈[m].
Step 2 (Gradients and Hessians of u~N and ΦN). Both functions are of class C2 by The Galerkin Problems of the Wick-Square Problem: Standing Notation for Cubes of Modes, Coordinates, the Free Galerkin Quadratic and the Riccati Potential §functions, so their gradients and Hessians are those of Second-Order Equations on Euclidean Open Sets §test-functions, namely the vector of first partial derivatives (Gradient of a Real-Valued Function on a Euclidean Open Set) and the matrix of iterated partial derivatives (Hessian Matrix of a C^2 Function). Step 1 with αj=q^j and bj=a^j gives, for every z,
∂iu~N(z)=2q^izi,∂l∂iu~N(z)=2q^iδli,
so Du~N(z) has components 2q^izi and D2u~N(z) is the diagonal matrix with diagonal entries 2q^i; this is the first assertion of clause 1. Step 1 with αj=21wj and bj=0 gives likewise that DΦN(z) has components wizi and that D2ΦN(z) is the diagonal matrix with diagonal entries wi.
Step 3 (The identity of clause 1). Fix z,p∈Rm, r∈R and X∈S(m), and put r′=r+u~N(z), p′=p+Du~N(z) and X′=X+D2u~N(z), which lies in S(m) because S(m) is closed under sums (Second-Order Equations on Euclidean Open Sets §matrices). By Step 2, the definition of the trace (Trace of a Real Square Matrix) and additivity of finite sums,
tr(X′)=tr(X)+i=1∑m2q^i,21∥p′∥2=21i=1∑m(pi+2q^izi)2=21∥p∥2+i=1∑m2q^izipi+i=1∑m2q^i2zi2,
i=1∑mμ^izipi′=i=1∑mμ^izipi+i=1∑m2μ^iq^izi2,γr′=γr+i=1∑mγq^izi2+i=1∑mγa^i.
The Wick-ordered Galerkin operator is the operator of The Galerkin Hamilton-Jacobi-Bellman Equations of the Wick-Square Problem in the Coordinates of a Cube of Modes §operator with counterterm k↦ck, by The Galerkin Hamilton-Jacobi-Bellman Equations of the Wick-Square Problem in the Coordinates of a Cube of Modes §wick, so that the counterterm contributes c^i at the coordinate i. Substituting the four displays into
FN(z,r′,p′,X′)=γr′−2νtr(X′)+21∥p′∥2+i=1∑mμ^izipi′−βi=1∑m(zi2−c^i)−g(ιNz)
and collecting terms (using 2ν⋅2q^i=νq^i) gives
FN(z,r′,p′,X′)=γr−2νtr(X)+21∥p∥2+i=1∑mwizipi−g(ιNz)+i=1∑m(2q^i2+(γ+2μ^i)q^i−β)zi2+i=1∑m(γa^i−νq^i+βc^i).
For each i, the coefficient 2q^i2+(γ+2μ^i)q^i−β vanishes by The Riccati Coefficients of the Wick-Square Problem: Existence, the Gaussian Profile and Summable Constants §root at the mode κ(i), and γa^i=νq^i−βc^i by The Riccati Coefficients of the Wick-Square Problem: Existence, the Gaussian Profile and Summable Constants §constants at the mode κ(i) (multiply its defining formula by γ), so the last two sums are sums of zeros. By Step 2, ∑i=1mwizipi=DΦN(z)⋅p. Hence
FN(z,r′,p′,X′)=γr+21∥p∥2+DΦN(z)⋅p−2νtr(X)−g(ιNz),
which is FN♯(z,r,p,X) by The Galerkin Hamilton-Jacobi-Bellman Equations of the Wick-Square Problem in the Coordinates of a Cube of Modes §shifted. This proves clause 1.
Step 4 (ΦN is a penalty). Regularity, Penalty on an Open Subset of Euclidean Space §regularity, holds because ΦN is of class C2 by The Galerkin Problems of the Wick-Square Problem: Standing Notation for Cubes of Modes, Coordinates, the Free Galerkin Quadratic and the Riccati Potential §functions. Since 1≤wi and 0≤zi2, comparison of finite sums gives
ΦN(z)=21i=1∑mwizi2 ≥ 21i=1∑mzi2=21∥z∥2 ≥ 0(z∈Rm).
Let t∈R and Kt={z∈Rm:ΦN(z)≤t}. Being of class C2, and so of class C1, ΦN is continuous at every point of Rm by Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation §derivatives, hence lower semicontinuous on Rm by the final assertion of Semicontinuity Under Negation and Characterization of Continuity; by claim 3 of Semicontinuity via Sublevel and Superlevel Sets, used with both its space and its subset (written X and A there) equal to Rm and the metric dE, the set Kt is closed in (Rm,TdE). For z∈Kt the display gives ∥z∥2≤2ΦN(z)≤2∣t∣; if 1≤∥z∥ then ∥z∥≤∥z∥2≤2∣t∣, so in every case dE(z,0Rm)=∥z∥≤1+2∣t∣, and Kt is bounded in (Rm,dE). By Heine-Borel Theorem in Rn, Kt is compact. Thus Penalty on an Open Subset of Euclidean Space §sublevel holds, and ΦN is a penalty on the open set Rm.
Step 5 (The two conditions, clause 2). Let x,y∈Rm. By Step 2, DΦN(x)−DΦN(y) has components wi(xi−yi), so
(DΦN(x)−DΦN(y))⋅(x−y)=i=1∑mwi(xi−yi)2 ≥ 0=−0⋅∥x−y∥2.
This holds for all x,y∈Rm, in particular on every sublevel set {x:ΦN(x)<R}, so Well-Posedness of the Penalty-Drift Hamilton-Jacobi Equation under a Dissipation Inequality §one-sided holds with cR=0 for every R. By Step 2 and Trace of a Real Square Matrix, tr(D2ΦN(x))=∑i=1mwi, so 2νtr(D2ΦN(x))=C with C=2ν∑i=1mwi. Since γ is positive and ΦN(x)≥0 by Step 4,
2νtr(D2ΦN(x))=C≤(1−1)∥DΦN(x)∥2+γΦN(x)+C,
which is Well-Posedness of the Penalty-Drift Hamilton-Jacobi Equation under a Dissipation Inequality §dissipation for the potential ΦN, discount γ and noise intensity ν, with ε=1 (and 0<1≤1). With Step 4 this proves clause 2.
Step 6 (Semicontinuity is unchanged by the shift). As in Step 4, u~N is continuous on Rm, hence both upper and lower semicontinuous there by Semicontinuity Under Negation and Characterization of Continuity. Let U:Rm→R and V=U−u~N. If U is upper semicontinuous, so is V by claim 3 of Negation, Restriction, and Separated Differences of Semicontinuous Functions (first sentence, with w=u~N); if V is upper semicontinuous, so is U=V+u~N by claim 1 of Sums and Nonnegative Multiples of Semicontinuous Functions. In the same way, by the second sentence of claim 3 of Negation, Restriction, and Separated Differences of Semicontinuous Functions and by claim 3 of Sums and Nonnegative Multiples of Semicontinuous Functions, U is lower semicontinuous if and only if V is.
Step 7 (Test functions correspond). Let φ,ψ:Rm→R with ψ=φ−u~N, that is φ=ψ+u~N. Since u~N is of class C2, claim 3 of Constants, Coordinate Functions, Sums and Products of Ck Functions on a Euclidean Open Set (with φ−u~N=φ+(−1)u~N) shows that φ is of class C2 if and only if ψ is. Suppose they are. By the sum rule of claim 1 of Constants, Coordinate Functions, Sums and Products of Ck Functions on a Euclidean Open Set, ∂iφ(z)=∂iψ(z)+∂iu~N(z) at every z, so ∂iφ=∂iψ+∂iu~N as functions. Since ψ and u~N are of class C2, the functions ∂iψ and ∂iu~N have partial derivatives with respect to every variable at every point, so claim 1 of Constants, Coordinate Functions, Sums and Products of Ck Functions on a Euclidean Open Set applies to their sum, and applying its sum rule again, ∂l∂iφ(z)=∂l∂iψ(z)+∂l∂iu~N(z). Hence Dφ(z)=Dψ(z)+Du~N(z) and D2φ(z)=D2ψ(z)+D2u~N(z). Moreover, for U and V=U−u~N as in Step 6, U(z)−φ(z)=(U(z)−u~N(z))−(φ(z)−u~N(z))=V(z)−ψ(z) for every z, so U−φ=V−ψ as functions and they have the same local maxima and the same local minima. Applying Step 3 with r=V(z), p=Dψ(z) and X=D2ψ(z)∈S(m) gives
FN(z,U(z),Dφ(z),D2φ(z))=FN♯(z,V(z),Dψ(z),D2ψ(z))(z∈Rm)(∗)
Step 8 (Clause 3). By The Galerkin Hamilton-Jacobi-Bellman Equations of the Wick-Square Problem in the Coordinates of a Cube of Modes §equation, viscosity sub- and supersolutions are those of Viscosity Subsolution and Supersolution of a Second-Order Equation for the operators FN and FN♯ on the open set Rm. Let U:Rm→R and V=U−u~N. Suppose U is a viscosity subsolution of FN. Then V is upper semicontinuous by Step 6. Let ψ be of class C2 and let V−ψ have a local maximum at z. Then φ=ψ+u~N is of class C2 and U−φ=V−ψ has a local maximum at z (Step 7), so FN(z,U(z),Dφ(z),D2φ(z))≤0, and by (∗) FN♯(z,V(z),Dψ(z),D2ψ(z))≤0. So V is a viscosity subsolution of FN♯. Conversely, suppose V is a viscosity subsolution of FN♯. Then U is upper semicontinuous by Step 6. Let φ be of class C2 and let U−φ have a local maximum at z. Then ψ=φ−u~N is of class C2 and V−ψ=U−φ has a local maximum at z, so FN♯(z,V(z),Dψ(z),D2ψ(z))≤0, and by (∗) FN(z,U(z),Dφ(z),D2φ(z))≤0. So U is a viscosity subsolution of FN. Now suppose U is a viscosity supersolution of FN. Then V is lower semicontinuous by Step 6 (second sentence of claim 3 of Negation, Restriction, and Separated Differences of Semicontinuous Functions). Let ψ be of class C2 and let V−ψ have a local minimum at z. Then φ=ψ+u~N is of class C2 and U−φ=V−ψ has a local minimum at z (Step 7), so 0≤FN(z,U(z),Dφ(z),D2φ(z)), and by (∗) 0≤FN♯(z,V(z),Dψ(z),D2ψ(z)); so V is a viscosity supersolution of FN♯. Conversely, suppose V is a viscosity supersolution of FN♯. Then U=V+u~N is lower semicontinuous by Step 6 (claim 3 of Sums and Nonnegative Multiples of Semicontinuous Functions). Let φ be of class C2 and let U−φ have a local minimum at z. Then ψ=φ−u~N is of class C2 and V−ψ=U−φ has a local minimum at z, so 0≤FN♯(z,V(z),Dψ(z),D2ψ(z)), and by (∗) 0≤FN(z,U(z),Dφ(z),D2φ(z)); so U is a viscosity supersolution of FN. This proves clause 3.
Step 9 (Existence in clause 4). We apply Well-Posedness of the Penalty-Drift Hamilton-Jacobi Equation under a Dissipation Inequality; since its letters n, D, P, λ, θ, κ and M have other meanings here, we name its data by their roles. The dimension of that theorem (written n there) is m≥1; its open nonempty set (written D there, not to be confused with the gradient D) is Rm; its penalty (written P there) is ΦN (Step 4); its discount (written λ there) is γ, which is positive; its control cost (written θ there) is 1 and its noise intensity (written κ there, not to be confused with κ=κN) is ν, both nonnegative; its running cost is g∘ιN:Rm→R, which is continuous by hypothesis; and its bound on the running cost (written M there) is Cg, which bounds g∘ιN because ιNz∈H−1 (The Galerkin Problems of the Wick-Square Problem: Standing Notation for Cubes of Modes, Coordinates, the Free Galerkin Quadratic and the Riccati Potential §coordinates) and ∣g∣≤Cg on H−1. The operator F of that theorem is then FN♯ by The Galerkin Hamilton-Jacobi-Bellman Equations of the Wick-Square Problem in the Coordinates of a Cube of Modes §shifted, and its two conditions hold by Step 5. By Well-Posedness of the Penalty-Drift Hamilton-Jacobi Equation under a Dissipation Inequality §well-posed there is exactly one W:Rm→R that is a viscosity subsolution and a viscosity supersolution of FN♯ on Rm and has ΦN-subordinate growth from above and from below; it is continuous on Rm and −Cg/γ≤W(z)≤Cg/γ for every z. Put UN=u~N+W. Since UN−u~N=W, clause 3 shows that UN is a viscosity subsolution and a viscosity supersolution of FN on Rm; moreover UN−u~N=W is bounded above by Cg/γ and below by −Cg/γ, it is continuous, and ∣UN(z)−u~N(z)∣≤Cg/γ for every z.
Step 10 (Uniqueness in clause 4). Let U:Rm→R be a viscosity subsolution and a viscosity supersolution of FN on Rm with V=U−u~N bounded: there are reals s,t with t≤V(z)≤s for every z, and with B=∣s∣+∣t∣ we have −B≤V(z)≤B. By clause 3, V is a viscosity subsolution and a viscosity supersolution of FN♯ on Rm. Let η be positive. Since ΦN≥0 (Step 4), ηΦN(z)≥0, so
V(z)≤B≤B+ηΦN(z)and−B−ηΦN(z)≤−B≤V(z)(z∈Rm).
Taking the growth parameter of Penalty-Subordinate Growth of a Function on an Open Subset of Euclidean Space (written δ there) to be η and its constant (written C there, a different number from the constant C of Step 5) to be B, this shows that V has ΦN-subordinate growth from above (Penalty-Subordinate Growth of a Function on an Open Subset of Euclidean Space §above) and from below (Penalty-Subordinate Growth of a Function on an Open Subset of Euclidean Space §below). By the uniqueness assertion of Well-Posedness of the Penalty-Drift Hamilton-Jacobi Equation under a Dissipation Inequality §well-posed, V=W, so U=u~N+W=UN. This proves clause 4.