TheoremBase

When u composed with the canonical map is semicontinuous, the penalty envelopes are u minus or plus delta times the free energy, by the fixed-point property of semicontinuous envelopes. Realising a bounded plan in its GNS tracial W*-probability space and applying shift absorption at the wall radius then turns the envelope sub- and supersolution inequalities at the shifted plans into the free-energy-penalised ones.

Proof

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

Throughout, D\mathcal{D} is nonempty and u:Σd2→Ru:\Sigma^{2}_{d}\to\mathbb{R} is bounded. As in The Discounted HJB Equation with Free Langevin Noise in a Wall, Envelope Form: Standing Notation §metric, D⊆Σd,R\mathcal{D}\subseteq\Sigma_{d,R} by The Wall-Confined Free Energy: Norm Bound, Lower Bound, Weak-Star Compact Sublevel Sets and Displacement Monotonicity of the Score §bounds, and semicontinuity of real functions on D\mathcal{D} refers to the metric space (Σd,R,W2)(\Sigma_{d,R},W_{2}). Write f:D→Rf:\mathcal{D}\to\mathbb{R} for the function f(μ)=u(κd(μ))f(\mu)=u(\kappa_{d}(\mu)). By The Discounted HJB Equation with Free Langevin Noise in a Wall, Envelope Form: Standing Notation §envelopes, for real δ>0\delta>0 the penalty envelopes are the functions uδ−u^{-}_{\delta} and uδ+u^{+}_{\delta} of The Penalty Envelopes of a Bounded Function on the Domain of the Wall-Confined Free Energy §upper and The Penalty Envelopes of a Bounded Function on the Domain of the Wall-Confined Free Energy §lower, taken with S=DS=\mathcal{D} in (Σd,R,W2)(\Sigma_{d,R},W_{2}).

Claim 1 (Upper envelope of an upper semicontinuous function). If ff is upper semicontinuous on D\mathcal{D}, then uδ−(μ)=f(μ)−δ E(μ)u^{-}_{\delta}(\mu)=f(\mu)-\delta\,\mathcal{E}(\mu) for every real δ>0\delta>0 and every μ∈D\mu\in\mathcal{D}.

Let δ>0\delta>0 be real. By Sublevel Sets of the Wall-Confined Free Energy are Closed for the Wasserstein Distance §lsc, E\mathcal{E} is lower semicontinuous on D\mathcal{D} relative to (Σd,R,W2)(\Sigma_{d,R},W_{2}); since δ≥0\delta\ge0, claim 3 of Sums and Nonnegative Multiples of Semicontinuous Functions, applied at every point of D\mathcal{D}, shows that δ E\delta\,\mathcal{E} is lower semicontinuous at every point of D\mathcal{D} relative to D\mathcal{D}. Since ff is upper semicontinuous at every point of D\mathcal{D} relative to D\mathcal{D}, the difference clause (claim 3) of Negation, Restriction, and Separated Differences of Semicontinuous Functions shows that g=f−δ Eg=f-\delta\,\mathcal{E} is upper semicontinuous at every point of D\mathcal{D} relative to D\mathcal{D}, that is, gg is upper semicontinuous on D\mathcal{D} in the sense of the definition. By The Penalty Envelopes of a Bounded Function on the Domain of the Wall-Confined Free Energy §upper, gg is bounded above near each point of D\mathcal{D} and uδ−=g∗u^{-}_{\delta}=g^{*}. As D\mathcal{D} is nonempty, the fixed-point clause Properties of the Upper Semicontinuous Envelope §fixed applies to gg on S=DS=\mathcal{D} and gives g∗(μ)=g(μ)g^{*}(\mu)=g(\mu) for every μ∈D\mu\in\mathcal{D}. Hence uδ−(μ)=f(μ)−δ E(μ)u^{-}_{\delta}(\mu)=f(\mu)-\delta\,\mathcal{E}(\mu) for every μ∈D\mu\in\mathcal{D}. This proves the first assertion of clause 1 of the lemma.

Claim 2 (Lower envelope of a lower semicontinuous function). If ff is lower semicontinuous on D\mathcal{D}, then uδ+(μ)=f(μ)+δ E(μ)u^{+}_{\delta}(\mu)=f(\mu)+\delta\,\mathcal{E}(\mu) for every real δ>0\delta>0 and every μ∈D\mu\in\mathcal{D}.

Let δ>0\delta>0 be real. As in Claim 1, δ E\delta\,\mathcal{E} is lower semicontinuous at every point of D\mathcal{D} relative to D\mathcal{D}, by Sublevel Sets of the Wall-Confined Free Energy are Closed for the Wasserstein Distance §lsc and claim 3 of Sums and Nonnegative Multiples of Semicontinuous Functions. By the first half of claim 3 of Sums and Nonnegative Multiples of Semicontinuous Functions, applied at every point of D\mathcal{D}, the sum h=f+δ Eh=f+\delta\,\mathcal{E} is lower semicontinuous on D\mathcal{D}. By The Penalty Envelopes of a Bounded Function on the Domain of the Wall-Confined Free Energy §lower, hh is bounded below near each point of D\mathcal{D} and uδ+=h∗u^{+}_{\delta}=h_{*}, and the fixed-point clause Properties of the Lower Semicontinuous Envelope, by Duality §fixed, applied to hh on the nonempty set S=DS=\mathcal{D}, gives h∗(μ)=h(μ)h_{*}(\mu)=h(\mu) for every μ∈D\mu\in\mathcal{D}. Hence uδ+(μ)=f(μ)+δ E(μ)u^{+}_{\delta}(\mu)=f(\mu)+\delta\,\mathcal{E}(\mu) for every μ∈D\mu\in\mathcal{D}. This proves the second assertion of clause 1 of the lemma.

Claim 3 (Realisation of a bounded plan). Let μ∈D∩DΞ\mu\in\mathcal{D}\cap\mathcal{D}_{\Xi} and let π\pi be a bounded plan at μ\mu. Let (Hπ,Mπ,Ωπ)(\mathcal{H}_{\pi},\mathcal{M}_{\pi},\Omega_{\pi}) be the tracial W*-probability space of The Tracial Algebra of a Noncommutative Law is a Tracial W*-Probability Space: the W*-Closure of the Left Multiplications §w-star, let XπX_{\pi} and PπP_{\pi} be the L2L^{2} dd-tuples of The Shift of a Bounded Plan by a Self-Adjoint Field §tuples, and put Q=Vπ1Ξ(μ)Q=V^{1}_{\pi}\Xi(\mu) and Q′=(−1)QQ'=(-1)Q. Then: (a) law(Xπ,Pπ)=κ2d(π)\mathrm{law}(X_{\pi},P_{\pi})=\kappa_{2d}(\pi); (b) law(Xπ)=κd(μ)∈κd(Σd,R)\mathrm{law}(X_{\pi})=\kappa_{d}(\mu)\in\kappa_{d}(\Sigma_{d,R}); (c) ∥Pπ∥2=∣π∣mom\lVert P_{\pi}\rVert_{2}=|\pi|_{\mathrm{mom}}; (d) QQ and Q′Q' are L2L^{2} dd-tuples of (Hπ,Mπ,Ωπ)(\mathcal{H}_{\pi},\mathcal{M}_{\pi},\Omega_{\pi}) with ∥Q′∥2=∥Q∥2=∥Ξ(μ)∥2\lVert Q'\rVert_{2}=\lVert Q\rVert_{2}=\lVert\Xi(\mu)\rVert_{2}; (e) for every real δ\delta,

HMπ(Xπ,Pπ)=H(κ2d(π)),HMπ(Xπ,Pπ+δQ)=H(π⊕δ Ξ(μ)),HMπ(Xπ,Pπ+δQ′)=H(π⊕(−δ) Ξ(μ)).\mathcal{H}_{\mathcal{M}_{\pi}}(X_{\pi},P_{\pi})=\mathcal{H}\bigl(\kappa_{2d}(\pi)\bigr),\qquad\mathcal{H}_{\mathcal{M}_{\pi}}(X_{\pi},P_{\pi}+\delta Q)=\mathcal{H}\bigl(\pi\oplus\delta\,\Xi(\mu)\bigr),\qquad\mathcal{H}_{\mathcal{M}_{\pi}}(X_{\pi},P_{\pi}+\delta Q')=\mathcal{H}\bigl(\pi\oplus(-\delta)\,\Xi(\mu)\bigr).

By Marginal Isometries, Bounded Plans and Displacement Pairings for Noncommutative Laws §plans, π∈Σ2d\pi\in\Sigma_{2d} and π∘ι1=μ\pi\circ\iota^{1}=\mu; by Noncommutative Laws of Finitely Many Self-Adjoint Variables with a Norm Bound §law, π∈Σ2d,r′\pi\in\Sigma_{2d,r'} for some real r′>0r'>0, so Left and Right Multiplication Operators on the Complex GNS Space of a Noncommutative Law: Boundedness, Algebra Rules, Adjoints, Commutation, the Vacuum and the Conjugation applies to π\pi.

(a) For i∈[2d]i\in[2d] one has xi∗=xix_{i}^{*}=x_{i} by Noncommutative Polynomials Form a Unital Complex Algebra with Involution: Linear Extension from Monomials, Products, Adjoints and Self-Adjoint Parts §adjoint, so the operator LxiL_{x_{i}} on Hπ\mathcal{H}_{\pi} is self-adjoint by Left and Right Multiplication Operators on the Complex GNS Space of a Noncommutative Law: Boundedness, Algebra Rules, Adjoints, Commutation, the Vacuum and the Conjugation §adjoint, and it belongs to Mπ\mathcal{M}_{\pi} by The Tracial Algebra of a Noncommutative Law: a Norm-Closed Unital *-Algebra with a Faithful Positive Trace, Determined by Vacuum Vectors, Closed under Square Roots §star-algebra. Thus s=(Lx1,…,Lx2d)s=(L_{x_{1}},\dots,L_{x_{2d}}) is a self-adjoint 2d2d-tuple in Mπ\mathcal{M}_{\pi}. Its law satisfies λs(p)=⟨Ωπ,p(s)Ωπ⟩=π(p)\lambda_{s}(p)=\langle\Omega_{\pi},p(s)\Omega_{\pi}\rangle=\pi(p) for every p∈P2dp\in\mathcal{P}_{2d} by The Tracial Algebra of a Noncommutative Law is a Tracial W*-Probability Space: the W*-Closure of the Left Multiplications §law, so λs=π\lambda_{s}=\pi. Its vacuum tuple is sΩπ=(x1^,…,x2d^)s\Omega_{\pi}=(\widehat{x_{1}},\dots,\widehat{x_{2d}}), because LxiΩπ=xi^L_{x_{i}}\Omega_{\pi}=\widehat{x_{i}} by Left and Right Multiplication Operators on the Complex GNS Space of a Noncommutative Law: Boundedness, Algebra Rules, Adjoints, Commutation, the Vacuum and the Conjugation §vacuum; by the definition of the pair in Square-Integrable Tuples in a Tracial W*-Probability Space: Their Norm, Affine Images, Pairs, Embedded Images and Laws §operations, this 2d2d-tuple is exactly (Xπ,Pπ)(X_{\pi},P_{\pi}). By Calculus of Laws of Square-Integrable Tuples: Bounded Tuples, the Lipschitz Bound, Moments, Affine Push-Forwards, Couplings and Embeddings §bounded,

law(Xπ,Pπ)=law(sΩπ)=κ2d(λs)=κ2d(π).\mathrm{law}(X_{\pi},P_{\pi})=\mathrm{law}(s\Omega_{\pi})=\kappa_{2d}(\lambda_{s})=\kappa_{2d}(\pi).

(b) Let pr1=(P1,0)\mathrm{pr}^{1}=(P^{1},0) be the marginal datum of Affine Data and Affine Substitutions of Noncommutative Polynomials §coordinate, and write Z=(Xπ,Pπ)Z=(X_{\pi},P_{\pi}), so Zi=xi^Z_{i}=\widehat{x_{i}} for i∈[2d]i\in[2d]. By the definition of affine images in Square-Integrable Tuples in a Tracial W*-Probability Space: Their Norm, Affine Images, Pairs, Embedded Images and Laws §operations, for i∈[d]i\in[d]

(pr1Z)i=0⋅Ωπ+∑j=12dPij1Zj=Zi=xi^,(\mathrm{pr}^{1}Z)_{i}=0\cdot\Omega_{\pi}+\sum_{j=1}^{2d}P^{1}_{ij}Z_{j}=Z_{i}=\widehat{x_{i}},

so pr1Z=Xπ\mathrm{pr}^{1}Z=X_{\pi}. By Calculus of Laws of Square-Integrable Tuples: Bounded Tuples, the Lipschitz Bound, Moments, Affine Push-Forwards, Couplings and Embeddings §push-forward and (a), law(Xπ)=pr#1law(Z)=pr#1κ2d(π)\mathrm{law}(X_{\pi})=\mathrm{pr}^{1}_{\#}\mathrm{law}(Z)=\mathrm{pr}^{1}_{\#}\kappa_{2d}(\pi); by Calculus of Square-Integrable Noncommutative Laws: Agreement on Bounded Laws, Lipschitz Estimates, Functoriality of Push-Forwards, Moment Formulas, Positivity, the Cost and the Diagonal Coupling §bounded this equals κd(π∘σpr1)\kappa_{d}(\pi\circ\sigma_{\mathrm{pr}^{1}}), and σpr1=ι1\sigma_{\mathrm{pr}^{1}}=\iota^{1} by Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §coordinate (these are the identities recorded in The Discounted Hamilton-Jacobi-Bellman Equation with Free Langevin Noise in a Wall on Noncommutative Laws: Standing Notation §pairings). Hence

law(Xπ)=κd(π∘ι1)=κd(μ).\mathrm{law}(X_{\pi})=\kappa_{d}(\pi\circ\iota^{1})=\kappa_{d}(\mu).

Since μ∈D⊆Σd,R\mu\in\mathcal{D}\subseteq\Sigma_{d,R} by The Wall-Confined Free Energy: Norm Bound, Lower Bound, Weak-Star Compact Sublevel Sets and Displacement Monotonicity of the Score §bounds, law(Xπ)∈κd(Σd,R)\mathrm{law}(X_{\pi})\in\kappa_{d}(\Sigma_{d,R}).

(c) By Square-Integrable Tuples in a Tracial W*-Probability Space: Their Norm, Affine Images, Pairs, Embedded Images and Laws §tuples, ∥Pπ∥2\lVert P_{\pi}\rVert_{2} is the nonnegative square root of ∑j=1d∥xd+j^∥2\sum_{j=1}^{d}\lVert\widehat{x_{d+j}}\rVert^{2}. By Left and Right Multiplication Operators on the Complex GNS Space of a Noncommutative Law: Boundedness, Algebra Rules, Adjoints, Commutation, the Vacuum and the Conjugation §vacuum and xd+j∗=xd+jx_{d+j}^{*}=x_{d+j} (Noncommutative Polynomials Form a Unital Complex Algebra with Involution: Linear Extension from Monomials, Products, Adjoints and Self-Adjoint Parts §adjoint),

∥xd+j^∥2=⟨xd+j^,xd+j^⟩=π(xd+j∗xd+j)=π(xd+jxd+j)(j∈[d]).\lVert\widehat{x_{d+j}}\rVert^{2}=\langle\widehat{x_{d+j}},\widehat{x_{d+j}}\rangle=\pi(x_{d+j}^{*}x_{d+j})=\pi(x_{d+j}x_{d+j})\qquad(j\in[d]).

So ∥Pπ∥2\lVert P_{\pi}\rVert_{2} and the momentum norm ∣π∣mom|\pi|_{\mathrm{mom}} of Marginal Isometries, Bounded Plans and Displacement Pairings for Noncommutative Laws §plans are nonnegative square roots of the same real number ∑j=1dπ(xd+jxd+j)\sum_{j=1}^{d}\pi(x_{d+j}x_{d+j}), and they are equal by the uniqueness in Existence and Uniqueness of the Nonnegative Square Root.

(d) By The Discounted HJB Equation with Free Langevin Noise in a Wall, Envelope Form: Standing Notation §shifts, Ξ(μ)=(ζ1,…,ζd)\Xi(\mu)=(\zeta_{1},\dots,\zeta_{d}) is an L2L^{2} dd-tuple of (Hμ,Mμ,Ωμ)(\mathcal{H}_{\mu},\mathcal{M}_{\mu},\Omega_{\mu}). Since π∘ι1=μ\pi\circ\iota^{1}=\mu, the marginal isometry V=Vπ1V=V^{1}_{\pi} of Marginal Isometries, Bounded Plans and Displacement Pairings for Noncommutative Laws §isometries maps Hμ\mathcal{H}_{\mu} to Hπ\mathcal{H}_{\pi}, and Q=VΞ(μ)=(Vζ1,…,Vζd)Q=V\Xi(\mu)=(V\zeta_{1},\dots,V\zeta_{d}) is an L2L^{2} dd-tuple of (Hπ,Mπ,Ωπ)(\mathcal{H}_{\pi},\mathcal{M}_{\pi},\Omega_{\pi}), by The Shift of a Bounded Plan by a Self-Adjoint Field §field. By Marginals of a Noncommutative Law: the Isometry of GNS Spaces, the Trace-Preserving Embedding of Tracial Algebras and the Conditional Expectation §isometry, V∗V=IV^{*}V=I, so by the defining property of the adjoint

∥Vζj∥2=⟨Vζj,Vζj⟩=⟨ζj,V∗Vζj⟩=∥ζj∥2(j∈[d]).\lVert V\zeta_{j}\rVert^{2}=\langle V\zeta_{j},V\zeta_{j}\rangle=\langle\zeta_{j},V^{*}V\zeta_{j}\rangle=\lVert\zeta_{j}\rVert^{2}\qquad(j\in[d]).

Summing over jj, ∥Q∥22=∥Ξ(μ)∥22\lVert Q\rVert_{2}^{2}=\lVert\Xi(\mu)\rVert_{2}^{2} by Square-Integrable Tuples in a Tracial W*-Probability Space: Their Norm, Affine Images, Pairs, Embedded Images and Laws §tuples, so ∥Q∥2=∥Ξ(μ)∥2\lVert Q\rVert_{2}=\lVert\Xi(\mu)\rVert_{2} by the uniqueness in Existence and Uniqueness of the Nonnegative Square Root. The real multiple Q′=(−1)Q=(−Vζ1,…,−Vζd)Q'=(-1)Q=(-V\zeta_{1},\dots,-V\zeta_{d}) is an L2L^{2} dd-tuple by Sums, Real Multiples and the Pairing of Square-Integrable Tuples in a Tracial W*-Probability Space §operations, and ∥−Vζj∥=∥Vζj∥\lVert-V\zeta_{j}\rVert=\lVert V\zeta_{j}\rVert for each jj, so ∥Q′∥2=∥Q∥2\lVert Q'\rVert_{2}=\lVert Q\rVert_{2}.

(e) The conventions of Plan Jets and Hamiltonians on Square-Integrable Noncommutative Laws: Standing Notation are in force by The Discounted Hamilton-Jacobi-Bellman Equation with Free Langevin Noise in a Wall on Noncommutative Laws: Standing Notation §conventions, so by the lift convention Plan Jets and Hamiltonians on Square-Integrable Noncommutative Laws: Standing Notation §lifts and (a),

HMπ(Xπ,Pπ)=H(law(Xπ,Pπ))=H(κ2d(π)).\mathcal{H}_{\mathcal{M}_{\pi}}(X_{\pi},P_{\pi})=\mathcal{H}\bigl(\mathrm{law}(X_{\pi},P_{\pi})\bigr)=\mathcal{H}\bigl(\kappa_{2d}(\pi)\bigr).

For real δ\delta, the sum Pπ+δQ=Pπ+δ Vπ1Ξ(μ)P_{\pi}+\delta Q=P_{\pi}+\delta\,V^{1}_{\pi}\Xi(\mu) is formed with the operations of Sums, Real Multiples and the Pairing of Square-Integrable Tuples in a Tracial W*-Probability Space §operations, which are those used both in The Shift of a Bounded Plan by a Self-Adjoint Field §shift and, via Plan Jets and Hamiltonians on Square-Integrable Noncommutative Laws: Standing Notation §pairing, in Absorption of Shifts by a Hamiltonian on Phase-Space Noncommutative Laws §absorption; so by the lift convention and The Shift of a Bounded Plan by a Self-Adjoint Field §shift, with ζ=Ξ(μ)\zeta=\Xi(\mu) and t=δt=\delta,

HMπ(Xπ,Pπ+δQ)=H(law(Xπ,Pπ+δ Vπ1Ξ(μ)))=H(π⊕δ Ξ(μ)).\mathcal{H}_{\mathcal{M}_{\pi}}(X_{\pi},P_{\pi}+\delta Q)=\mathcal{H}\bigl(\mathrm{law}(X_{\pi},P_{\pi}+\delta\,V^{1}_{\pi}\Xi(\mu))\bigr)=\mathcal{H}\bigl(\pi\oplus\delta\,\Xi(\mu)\bigr).

Finally, componentwise δ (−Vζj)=(−δ) Vζj\delta\,(-V\zeta_{j})=(-\delta)\,V\zeta_{j}, so Pπ+δQ′=Pπ+(−δ)QP_{\pi}+\delta Q'=P_{\pi}+(-\delta)Q, and the previous display with −δ-\delta in place of δ\delta gives the third identity.

Claim 4 (Absorption at the wall radius). Assume that H\mathcal{H} absorbs shifts at noise level σ\sigma, as in claim 2 of the statement. Then there are a real δ1>0\delta_{1}>0 and a nondecreasing function ω:[0,∞)→[0,∞)\omega:[0,\infty)\to[0,\infty) such that, for every μ∈D∩DΞ\mu\in\mathcal{D}\cap\mathcal{D}_{\Xi}, every bounded plan π\pi at μ\mu and every real δ\delta with 0<δ≤δ10<\delta\le\delta_{1},

H(π⊕δ Ξ(μ))≥H(κ2d(π))−δ ω(∣π∣mom)−σ2δ4∥Ξ(μ)∥22,\mathcal{H}\bigl(\pi\oplus\delta\,\Xi(\mu)\bigr)\ge\mathcal{H}\bigl(\kappa_{2d}(\pi)\bigr)-\delta\,\omega\bigl(|\pi|_{\mathrm{mom}}\bigr)-\frac{\sigma^{2}\delta}{4}\lVert\Xi(\mu)\rVert_{2}^{2}, H(π⊕(−δ) Ξ(μ))≤H(κ2d(π))+δ ω(∣π∣mom)+σ2δ4∥Ξ(μ)∥22.\mathcal{H}\bigl(\pi\oplus(-\delta)\,\Xi(\mu)\bigr)\le\mathcal{H}\bigl(\kappa_{2d}(\pi)\bigr)+\delta\,\omega\bigl(|\pi|_{\mathrm{mom}}\bigr)+\frac{\sigma^{2}\delta}{4}\lVert\Xi(\mu)\rVert_{2}^{2}.

The Hamiltonian H:Σ2d2→R\mathcal{H}:\Sigma^{2}_{2d}\to\mathbb{R} of The Discounted Hamilton-Jacobi-Bellman Equation with Free Langevin Noise in a Wall on Noncommutative Laws: Standing Notation §hamiltonian, with the lifts of Plan Jets and Hamiltonians on Square-Integrable Noncommutative Laws: Standing Notation §lifts, absorbs shifts at the noise level σ\sigma of The Discounted Hamilton-Jacobi-Bellman Equation with Free Langevin Noise in a Wall on Noncommutative Laws: Standing Notation §parameters by the assumption of this claim. Apply Absorption of Shifts by a Hamiltonian on Phase-Space Noncommutative Laws §absorption with r=Rr=R: it provides a real δ1>0\delta_{1}>0 and a nondecreasing ω:[0,∞)→[0,∞)\omega:[0,\infty)\to[0,\infty); fix them. Let μ\mu, π\pi and δ\delta be as stated, and use the notation of Claim 3. The space (Hπ,Mπ,Ωπ)(\mathcal{H}_{\pi},\mathcal{M}_{\pi},\Omega_{\pi}) is a tracial W*-probability space, XπX_{\pi}, PπP_{\pi}, QQ and Q′Q' are L2L^{2} dd-tuples of it (by The Shift of a Bounded Plan by a Self-Adjoint Field §tuples and Claim 3(d)), and law(Xπ)∈κd(Σd,R)\mathrm{law}(X_{\pi})\in\kappa_{d}(\Sigma_{d,R}) by Claim 3(b). Hence the absorption inequality applies with X=XπX=X_{\pi}, P=PπP=P_{\pi} and either QQ or Q′Q'. With QQ, using Claim 3(c), (d) and (e),

∣H(π⊕δ Ξ(μ))−H(κ2d(π))∣≤δ ω(∣π∣mom)+σ2δ4∥Ξ(μ)∥22,\Bigl|\mathcal{H}\bigl(\pi\oplus\delta\,\Xi(\mu)\bigr)-\mathcal{H}\bigl(\kappa_{2d}(\pi)\bigr)\Bigr|\le\delta\,\omega\bigl(|\pi|_{\mathrm{mom}}\bigr)+\frac{\sigma^{2}\delta}{4}\lVert\Xi(\mu)\rVert_{2}^{2},

and with Q′Q' the same bound holds for ∣H(π⊕(−δ) Ξ(μ))−H(κ2d(π))∣\bigl|\mathcal{H}\bigl(\pi\oplus(-\delta)\,\Xi(\mu)\bigr)-\mathcal{H}\bigl(\kappa_{2d}(\pi)\bigr)\bigr|, because ∥Q′∥2=∥Ξ(μ)∥2\lVert Q'\rVert_{2}=\lVert\Xi(\mu)\rVert_{2}. Since ∣a−b∣≤c|a-b|\le c implies a≥b−ca\ge b-c and a≤b+ca\le b+c for real a,b,ca,b,c, the first bound yields the first asserted inequality and the second bound yields the second.

Claim 5 (Semicontinuous envelope subsolutions are penalised subsolutions). Assume, as in Claim 4, that H\mathcal{H} absorbs shifts at noise level σ\sigma. If ff is upper semicontinuous on D\mathcal{D} and uu is an envelope viscosity subsolution of (E)(\mathrm{E}) with shift range δ0\delta_{0}, then uu is a free-energy-penalised viscosity subsolution of (E)(\mathrm{E}).

Let δ1\delta_{1} and ω\omega be as in Claim 4 and put δ0′=min⁡(δ0,δ1)>0\delta_{0}'=\min(\delta_{0},\delta_{1})>0. We show that the pair (δ0′,ω)(\delta_{0}',\omega) has the property required in Free-Energy-Penalised Viscosity Subsolutions, Supersolutions and Solutions of the Discounted HJB Equation with Free Langevin Noise in a Wall §sub; ω\omega is a nondecreasing function [0,∞)→[0,∞)[0,\infty)\to[0,\infty) by Claim 4. The data ρ,σ,E,DΞ,Ξ,H\rho,\sigma,\mathcal{E},\mathcal{D}_{\Xi},\Xi,\mathcal{H}, bounded plans, ∣⋅∣mom|\cdot|_{\mathrm{mom}}, J\mathcal{J} and J+J^{+} there are those of The Discounted Hamilton-Jacobi-Bellman Equation with Free Langevin Noise in a Wall on Noncommutative Laws: Standing Notation and of the plan superjet with slack 00, which are the ones of The Discounted HJB Equation with Free Langevin Noise in a Wall, Envelope Form: Standing Notation §data. Let φ:Σd2→R\varphi:\Sigma^{2}_{d}\to\mathbb{R}, let δ\delta be real with 0<δ≤δ0′0<\delta\le\delta_{0}', let μ∈D\mu\in\mathcal{D} satisfy

f(ν)−φ(κd(ν))−δ E(ν)<f(μ)−φ(κd(μ))−δ E(μ)for every ν∈D with ν≠μ,f(\nu)-\varphi\bigl(\kappa_{d}(\nu)\bigr)-\delta\,\mathcal{E}(\nu)<f(\mu)-\varphi\bigl(\kappa_{d}(\mu)\bigr)-\delta\,\mathcal{E}(\mu)\qquad\text{for every }\nu\in\mathcal{D}\text{ with }\nu\ne\mu,

and let π\pi be a bounded plan at μ\mu with κ2d(π)∈J+φ(κd(μ))\kappa_{2d}(\pi)\in J^{+}\varphi(\kappa_{d}(\mu)). By Claim 1, uδ−(λ)=f(λ)−δ E(λ)u^{-}_{\delta}(\lambda)=f(\lambda)-\delta\,\mathcal{E}(\lambda) for every λ∈D\lambda\in\mathcal{D}, so the display says that uδ−(ν)−φ(κd(ν))<uδ−(μ)−φ(κd(μ))u^{-}_{\delta}(\nu)-\varphi(\kappa_{d}(\nu))<u^{-}_{\delta}(\mu)-\varphi(\kappa_{d}(\mu)) for every ν∈D\nu\in\mathcal{D} with ν≠μ\nu\ne\mu. Since 0<δ≤δ00<\delta\le\delta_{0}, Envelope Viscosity Subsolutions, Supersolutions and Solutions of the Discounted HJB Equation with Free Langevin Noise in a Wall §sub applies to δ\delta, φ\varphi, μ\mu and π\pi: it gives μ∈DΞ\mu\in\mathcal{D}_{\Xi} and

ρ(uδ−(μ)+δ E(μ))+H(π⊕δ Ξ(μ))+σ22(J(Ξ(μ),π)+δ ∥Ξ(μ)∥22)≤0,\rho\bigl(u^{-}_{\delta}(\mu)+\delta\,\mathcal{E}(\mu)\bigr)+\mathcal{H}\bigl(\pi\oplus\delta\,\Xi(\mu)\bigr)+\frac{\sigma^{2}}{2}\Bigl(\mathcal{J}\bigl(\Xi(\mu),\pi\bigr)+\delta\,\lVert\Xi(\mu)\rVert_{2}^{2}\Bigr)\le0,

where uδ−(μ)+δ E(μ)=f(μ)=u(κd(μ))u^{-}_{\delta}(\mu)+\delta\,\mathcal{E}(\mu)=f(\mu)=u(\kappa_{d}(\mu)) by Claim 1. Now μ∈D∩DΞ\mu\in\mathcal{D}\cap\mathcal{D}_{\Xi} and 0<δ≤δ10<\delta\le\delta_{1}, so the first inequality of Claim 4 applies. Writing m=∣π∣momm=|\pi|_{\mathrm{mom}} and ξ=∥Ξ(μ)∥22\xi=\lVert\Xi(\mu)\rVert_{2}^{2}, we obtain

ρ u(κd(μ))+H(κ2d(π))+σ22J(Ξ(μ),π)≤ρ u(κd(μ))+H(π⊕δ Ξ(μ))+δ ω(m)+σ2δ4ξ+σ22J(Ξ(μ),π)\rho\,u\bigl(\kappa_{d}(\mu)\bigr)+\mathcal{H}\bigl(\kappa_{2d}(\pi)\bigr)+\frac{\sigma^{2}}{2}\mathcal{J}\bigl(\Xi(\mu),\pi\bigr)\le\rho\,u\bigl(\kappa_{d}(\mu)\bigr)+\mathcal{H}\bigl(\pi\oplus\delta\,\Xi(\mu)\bigr)+\delta\,\omega(m)+\frac{\sigma^{2}\delta}{4}\xi+\frac{\sigma^{2}}{2}\mathcal{J}\bigl(\Xi(\mu),\pi\bigr) =[ρ u(κd(μ))+H(π⊕δ Ξ(μ))+σ22(J(Ξ(μ),π)+δ ξ)]+δ ω(m)−σ2δ4ξ≤δ ω(m)−σ2δ4ξ≤δ ω(m),=\Bigl[\rho\,u\bigl(\kappa_{d}(\mu)\bigr)+\mathcal{H}\bigl(\pi\oplus\delta\,\Xi(\mu)\bigr)+\frac{\sigma^{2}}{2}\Bigl(\mathcal{J}\bigl(\Xi(\mu),\pi\bigr)+\delta\,\xi\Bigr)\Bigr]+\delta\,\omega(m)-\frac{\sigma^{2}\delta}{4}\xi\le\delta\,\omega(m)-\frac{\sigma^{2}\delta}{4}\xi\le\delta\,\omega(m),

the last step because σ2δ ξ/4≥0\sigma^{2}\delta\,\xi/4\ge0. This is the inequality of Free-Energy-Penalised Viscosity Subsolutions, Supersolutions and Solutions of the Discounted HJB Equation with Free Langevin Noise in a Wall §sub, together with μ∈DΞ\mu\in\mathcal{D}_{\Xi}. As φ\varphi, δ\delta, μ\mu and π\pi were arbitrary, uu is a free-energy-penalised viscosity subsolution of (E)(\mathrm{E}); this is the first assertion of clause 2 of the lemma.

Claim 6 (Semicontinuous envelope supersolutions are penalised supersolutions). Assume, as in Claim 4, that H\mathcal{H} absorbs shifts at noise level σ\sigma. If ff is lower semicontinuous on D\mathcal{D} and uu is an envelope viscosity supersolution of (E)(\mathrm{E}) with shift range δ0\delta_{0}, then uu is a free-energy-penalised viscosity supersolution of (E)(\mathrm{E}).

Let δ1\delta_{1}, ω\omega be as in Claim 4 and δ0′=min⁡(δ0,δ1)\delta_{0}'=\min(\delta_{0},\delta_{1}); we verify Free-Energy-Penalised Viscosity Subsolutions, Supersolutions and Solutions of the Discounted HJB Equation with Free Langevin Noise in a Wall §super with (δ0′,ω)(\delta_{0}',\omega). Let φ:Σd2→R\varphi:\Sigma^{2}_{d}\to\mathbb{R}, let 0<δ≤δ0′0<\delta\le\delta_{0}', let μ∈D\mu\in\mathcal{D} satisfy

f(ν)−φ(κd(ν))+δ E(ν)>f(μ)−φ(κd(μ))+δ E(μ)for every ν∈D with ν≠μ,f(\nu)-\varphi\bigl(\kappa_{d}(\nu)\bigr)+\delta\,\mathcal{E}(\nu)>f(\mu)-\varphi\bigl(\kappa_{d}(\mu)\bigr)+\delta\,\mathcal{E}(\mu)\qquad\text{for every }\nu\in\mathcal{D}\text{ with }\nu\ne\mu,

and let π\pi be a bounded plan at μ\mu with κ2d(π)∈J−φ(κd(μ))\kappa_{2d}(\pi)\in J^{-}\varphi(\kappa_{d}(\mu)). By Claim 2, uδ+(λ)=f(λ)+δ E(λ)u^{+}_{\delta}(\lambda)=f(\lambda)+\delta\,\mathcal{E}(\lambda) for every λ∈D\lambda\in\mathcal{D}, so uδ+(ν)−φ(κd(ν))>uδ+(μ)−φ(κd(μ))u^{+}_{\delta}(\nu)-\varphi(\kappa_{d}(\nu))>u^{+}_{\delta}(\mu)-\varphi(\kappa_{d}(\mu)) for every ν∈D\nu\in\mathcal{D} with ν≠μ\nu\ne\mu. Since 0<δ≤δ00<\delta\le\delta_{0}, Envelope Viscosity Subsolutions, Supersolutions and Solutions of the Discounted HJB Equation with Free Langevin Noise in a Wall §super gives μ∈DΞ\mu\in\mathcal{D}_{\Xi} and

ρ(uδ+(μ)−δ E(μ))+H(π⊕(−δ) Ξ(μ))+σ22(J(Ξ(μ),π)−δ ∥Ξ(μ)∥22)≥0,\rho\bigl(u^{+}_{\delta}(\mu)-\delta\,\mathcal{E}(\mu)\bigr)+\mathcal{H}\bigl(\pi\oplus(-\delta)\,\Xi(\mu)\bigr)+\frac{\sigma^{2}}{2}\Bigl(\mathcal{J}\bigl(\Xi(\mu),\pi\bigr)-\delta\,\lVert\Xi(\mu)\rVert_{2}^{2}\Bigr)\ge0,

where uδ+(μ)−δ E(μ)=u(κd(μ))u^{+}_{\delta}(\mu)-\delta\,\mathcal{E}(\mu)=u(\kappa_{d}(\mu)) by Claim 2. As μ∈D∩DΞ\mu\in\mathcal{D}\cap\mathcal{D}_{\Xi} and 0<δ≤δ10<\delta\le\delta_{1}, the second inequality of Claim 4 applies; with m=∣π∣momm=|\pi|_{\mathrm{mom}} and ξ=∥Ξ(μ)∥22\xi=\lVert\Xi(\mu)\rVert_{2}^{2},

0≤ρ u(κd(μ))+H(π⊕(−δ) Ξ(μ))+σ22J(Ξ(μ),π)−σ2δ2ξ≤ρ u(κd(μ))+H(κ2d(π))+σ22J(Ξ(μ),π)+δ ω(m)−σ2δ4ξ.0\le\rho\,u\bigl(\kappa_{d}(\mu)\bigr)+\mathcal{H}\bigl(\pi\oplus(-\delta)\,\Xi(\mu)\bigr)+\frac{\sigma^{2}}{2}\mathcal{J}\bigl(\Xi(\mu),\pi\bigr)-\frac{\sigma^{2}\delta}{2}\xi\le\rho\,u\bigl(\kappa_{d}(\mu)\bigr)+\mathcal{H}\bigl(\kappa_{2d}(\pi)\bigr)+\frac{\sigma^{2}}{2}\mathcal{J}\bigl(\Xi(\mu),\pi\bigr)+\delta\,\omega(m)-\frac{\sigma^{2}\delta}{4}\xi.

Hence

ρ u(κd(μ))+H(κ2d(π))+σ22J(Ξ(μ),π)≥−δ ω(m)+σ2δ4ξ≥−δ ω(m),\rho\,u\bigl(\kappa_{d}(\mu)\bigr)+\mathcal{H}\bigl(\kappa_{2d}(\pi)\bigr)+\frac{\sigma^{2}}{2}\mathcal{J}\bigl(\Xi(\mu),\pi\bigr)\ge-\delta\,\omega(m)+\frac{\sigma^{2}\delta}{4}\xi\ge-\delta\,\omega(m),

since σ2δ ξ/4≥0\sigma^{2}\delta\,\xi/4\ge0. This, with μ∈DΞ\mu\in\mathcal{D}_{\Xi}, is the inequality of Free-Energy-Penalised Viscosity Subsolutions, Supersolutions and Solutions of the Discounted HJB Equation with Free Langevin Noise in a Wall §super; as φ\varphi, δ\delta, μ\mu and π\pi were arbitrary, uu is a free-energy-penalised viscosity supersolution of (E)(\mathrm{E}), the second assertion of clause 2 of the lemma.

Claims 1 and 2 are clause 1 of the lemma, and Claims 5 and 6 are clause 2. ■\blacksquare

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