Each result cited is universally quantified over the data in its own statement. We write W W W for W 2 W_{2} W 2 ; the δ \delta δ -envelopes are taken relative to the given penalty pair, and δ \delta δ is the fixed real with 0 < δ < 1 0<\delta<1 0 < δ < 1 . For n ∈ N n\in\mathbb{N} n ∈ N let ϵ n \epsilon_{n} ϵ n be the multiplicative inverse of the positive real attached to n n n (The Real Numbers: Standing Notation and Background §numbers ); that real is at least 1 1 1 (claim 2 of Properties of the Canonical Map from the Natural Numbers to an Ordered Field ), so 0 < ϵ n ≤ 1 0<\epsilon_{n}\le1 0 < ϵ n ≤ 1 by Order Reversal under Reciprocals, and Summability of the Reciprocals of the Squares §reciprocal . The sequence ( ϵ n ) n (\epsilon_{n})_{n} ( ϵ n ) n converges to 0 0 0 : given a positive ε \varepsilon ε , claim 3 of The Archimedean Property of the Real Numbers provides N ∈ N N\in\mathbb{N} N ∈ N with ϵ N < ε \epsilon_{N}<\varepsilon ϵ N < ε , and for n ≥ N n\ge N n ≥ N the real attached to n n n is at least the one attached to N N N (claims 3 and 6 of Properties of the Canonical Map from the Natural Numbers to an Ordered Field ), so 0 < ϵ n ≤ ϵ N < ε 0<\epsilon_{n}\le\epsilon_{N}<\varepsilon 0 < ϵ n ≤ ϵ N < ε by Order Reversal under Reciprocals, and Summability of the Reciprocals of the Squares §reciprocal , whence ∣ ϵ n − 0 ∣ = ϵ n < ε |\epsilon_{n}-0|=\epsilon_{n}<\varepsilon ∣ ϵ n − 0∣ = ϵ n < ε . Hence ( 2 ϵ n ) n (2\epsilon_{n})_{n} ( 2 ϵ n ) n and ( 4 ϵ n 2 ) n (4\epsilon_{n}^{2})_{n} ( 4 ϵ n 2 ) n converge to 0 0 0 (claims 2 and 3 of Arithmetic of Limits of Real Sequences ). By Basic Properties of a Wasserstein-Coercive Penalty Pair §bounded-below , the pair being Wasserstein-coercive, we fix e 0 ∈ R e_{0}\in\mathbb{R} e 0 ∈ R with e 0 ≤ E ( μ ) e_{0}\le\mathcal{E}(\mu) e 0 ≤ E ( μ ) for every μ ∈ D \mu\in\mathcal{D} μ ∈ D . By Penalty Pairs on the Wasserstein Space: the Penalty, Its Score, and Their Domains §nonempty we fix ν 0 ∈ D Σ \nu_{0}\in\mathcal{D}_{\Sigma} ν 0 ∈ D Σ ; let 0 ν 0 ∈ L 2 ( ν 0 ; R d ) 0_{\nu_{0}}\in L^{2}(\nu_{0};\mathbb{R}^{d}) 0 ν 0 ∈ L 2 ( ν 0 ; R d ) be the class of the zero map of R d \mathbb{R}^{d} R d , which is Borel, being constant, and has ∥ 0 ν 0 ∥ ν 0 = 0 = 0 \lVert0_{\nu_{0}}\rVert_{\nu_{0}}=\sqrt{0}=0 ∥ 0 ν 0 ∥ ν 0 = 0 = 0 (Wasserstein Spaces, Random Vectors, Vector Fields and Symmetric Matrices in Every Dimension: Standing Notation §fields ); so ( ν 0 , 0 ν 0 ) ∈ V ( D Σ ) (\nu_{0},0_{\nu_{0}})\in\mathcal{V}(\mathcal{D}_{\Sigma}) ( ν 0 , 0 ν 0 ) ∈ V ( D Σ ) by The Bundle of Vector Fields over a Set of Measures, Second-Order Equation Operators on the Wasserstein Space, and Their Delta-Shifts §bundle . The distance on S ( d ) \mathcal{S}(d) S ( d ) is d S ( d ) ( P , P ′ ) = ∥ P − P ′ ∥ d_{\mathcal{S}(d)}(P,P')=\lVert P-P'\rVert d S ( d ) ( P , P ′ ) = ∥ P − P ′ ∥ , a metric (Real Matrices, Symmetric Matrices and the Semidefinite Ordering: Standing Notation §norm , The Set of Symmetric Real Matrices is a Metric Space ), and 0 d ∈ S ( d ) 0_{d}\in\mathcal{S}(d) 0 d ∈ S ( d ) (Real Matrices, Symmetric Matrices and the Semidefinite Ordering: Standing Notation §symmetric ); for P ∈ S ( d ) P\in\mathcal{S}(d) P ∈ S ( d ) the matrices P − 0 d P-0_{d} P − 0 d and P P P have the same entries, so ∥ P ∥ = d S ( d ) ( P , 0 d ) \lVert P\rVert=d_{\mathcal{S}(d)}(P,0_{d}) ∥ P ∥ = d S ( d ) ( P , 0 d ) , and the triangle inequality of the metric (Metric Space ) gives ∥ P ∥ ≤ ∥ P − P ′ ∥ + ∥ P ′ ∥ \lVert P\rVert\le\lVert P-P'\rVert+\lVert P'\rVert ∥ P ∥ ≤ ∥ P − P ′ ∥ + ∥ P ′ ∥ for P , P ′ ∈ S ( d ) P,P'\in\mathcal{S}(d) P , P ′ ∈ S ( d ) . For nonnegative real t t t , t \sqrt{t} t is as in Probability Measures on Euclidean Space and Random Vectors: Standing Notation §spaces , a nonnegative real with square t t t . Sequences of objects indexed by n n n below are chosen for all n n n at once by Axiom of Countable Choice .
Step 0 (Norms along a coupling). Let ν , μ ∈ P 2 ( R d ) \nu,\mu\in\mathcal{P}_{2}(\mathbb{R}^{d}) ν , μ ∈ P 2 ( R d ) , π ∈ Π ( ν , μ ) \pi\in\Pi(\nu,\mu) π ∈ Π ( ν , μ ) , q ∈ L 2 ( ν ; R d ) q\in L^{2}(\nu;\mathbb{R}^{d}) q ∈ L 2 ( ν ; R d ) and η ∈ L 2 ( μ ; R d ) \eta\in L^{2}(\mu;\mathbb{R}^{d}) η ∈ L 2 ( μ ; R d ) . The maps q ∘ p r 1 q\circ\mathrm{pr}_{1} q ∘ pr 1 and η ∘ p r 2 \eta\circ\mathrm{pr}_{2} η ∘ pr 2 (for representatives) are Borel, and by the change-of-variables formula and ( p r 1 ) # π = ν (\mathrm{pr}_{1})_{\#}\pi=\nu ( pr 1 ) # π = ν , ( p r 2 ) # π = μ (\mathrm{pr}_{2})_{\#}\pi=\mu ( pr 2 ) # π = μ their classes in the real Hilbert space L 2 ( π ; R d ) L^{2}(\pi;\mathbb{R}^{d}) L 2 ( π ; R d ) (Wasserstein Spaces, Random Vectors, Vector Fields and Symmetric Matrices in Every Dimension: Standing Notation §fields ) have norms ∥ q ∥ ν \lVert q\rVert_{\nu} ∥ q ∥ ν and ∥ η ∥ μ \lVert\eta\rVert_{\mu} ∥ η ∥ μ , while the norm of their difference is the square root of the discrepancy of q q q and η \eta η along π \pi π . The triangle inequality The Norm Metric of a Real Inner Product Space: Triangle Inequalities, Limits and Continuity §triangle gives
∥ q ∥ ν ≤ ( ∫ R d + d ∥ q ( x ) − η ( y ) ∥ 2 π ( d z ) ) 1 / 2 + ∥ η ∥ μ . \lVert q\rVert_{\nu}\le\Bigl(\int_{\mathbb{R}^{d+d}}\lVert q(x)-\eta(y)\rVert^{2}\,\pi(dz)\Bigr)^{1/2}+\lVert\eta\rVert_{\mu}. ∥ q ∥ ν ≤ ( ∫ R d + d ∥ q ( x ) − η ( y ) ∥ 2 π ( d z ) ) 1/2 + ∥ η ∥ μ .
With q q q and η \eta η the classes of i d \mathrm{id} id (Basic Properties of the Tangent Space: Closed Subspace, the Identity Map Belongs to It, Second-Moment Limits, and Representation of Bounded Functionals on Gradients §identity ), the discrepancy is I ( π ) I(\pi) I ( π ) (Couplings of Two Probability Measures on Euclidean Space and Their Quadratic Cost §cost ) and ∥ i d ∥ ν 2 = M 2 ( ν ) \lVert\mathrm{id}\rVert_{\nu}^{2}=M_{2}(\nu) ∥ id ∥ ν 2 = M 2 ( ν ) , so M 2 ( ν ) ≤ I ( π ) + M 2 ( μ ) \sqrt{M_{2}(\nu)}\le\sqrt{I(\pi)}+\sqrt{M_{2}(\mu)} M 2 ( ν ) ≤ I ( π ) + M 2 ( μ ) .
Step 1 (Composite couplings). Let n ∈ N n\in\mathbb{N} n ∈ N , let ν , ρ , μ ∈ P 2 ( R d ) \nu,\rho,\mu\in\mathcal{P}_{2}(\mathbb{R}^{d}) ν , ρ , μ ∈ P 2 ( R d ) , γ ∈ Π ( ν , ρ ) \gamma\in\Pi(\nu,\rho) γ ∈ Π ( ν , ρ ) , π ∈ Π ( ρ , μ ) \pi\in\Pi(\rho,\mu) π ∈ Π ( ρ , μ ) , q ∈ L 2 ( ν ; R d ) q\in L^{2}(\nu;\mathbb{R}^{d}) q ∈ L 2 ( ν ; R d ) , η ∈ L 2 ( ρ ; R d ) \eta\in L^{2}(\rho;\mathbb{R}^{d}) η ∈ L 2 ( ρ ; R d ) and θ ∈ L 2 ( μ ; R d ) \theta\in L^{2}(\mu;\mathbb{R}^{d}) θ ∈ L 2 ( μ ; R d ) , and suppose that each of the four nonnegative reals I ( γ ) I(\gamma) I ( γ ) , I ( π ) I(\pi) I ( π ) , the discrepancy of q q q and η \eta η along γ \gamma γ , and the discrepancy of η \eta η and θ \theta θ along π \pi π , is less than ϵ n 2 \epsilon_{n}^{2} ϵ n 2 . By claim 1 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field , applied to the square root of each of them and to ϵ n \epsilon_{n} ϵ n , each of the four square roots is less than ϵ n \epsilon_{n} ϵ n . Let β \beta β be a gluing of γ \gamma γ and π \pi π (Gluing Two Couplings over a Common Middle Marginal, and the Composite Coupling §glued ) and κ = ( q 1 , q 3 ) # β \kappa=(\mathrm{q}_{1},\mathrm{q}_{3})_{\#}\beta κ = ( q 1 , q 3 ) # β , which belongs to Π ( ν , μ ) \Pi(\nu,\mu) Π ( ν , μ ) by Gluing Two Couplings over a Common Middle Marginal, and the Composite Coupling §composite . That clause gives I ( κ ) ≤ I ( γ ) + I ( π ) \sqrt{I(\kappa)}\le\sqrt{I(\gamma)}+\sqrt{I(\pi)} I ( κ ) ≤ I ( γ ) + I ( π ) , and A Triangle Inequality for Discrepancies Along a Composite Coupling §triangle gives the same bound for the square root of the discrepancy of q q q and θ \theta θ along κ \kappa κ by the sum of the square roots of the two other discrepancies. With claims 2 and 3 of Elementary Order Arithmetic in an Ordered Field and ϵ n + ϵ n = 2 ϵ n \epsilon_{n}+\epsilon_{n}=2\epsilon_{n} ϵ n + ϵ n = 2 ϵ n ,
I ( κ ) < 2 ϵ n , ( ∫ R d + d ∥ q ( x ) − θ ( y ) ∥ 2 κ ( d z ) ) 1 / 2 < 2 ϵ n , \sqrt{I(\kappa)}<2\epsilon_{n},\qquad\Bigl(\int_{\mathbb{R}^{d+d}}\lVert q(x)-\theta(y)\rVert^{2}\,\kappa(dz)\Bigr)^{1/2}<2\epsilon_{n}, I ( κ ) < 2 ϵ n , ( ∫ R d + d ∥ q ( x ) − θ ( y ) ∥ 2 κ ( d z ) ) 1/2 < 2 ϵ n ,
and squaring (claim 1 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field , with ( 2 ϵ n ) 2 = 4 ϵ n 2 (2\epsilon_{n})^{2}=4\epsilon_{n}^{2} ( 2 ϵ n ) 2 = 4 ϵ n 2 ) gives I ( κ ) < 4 ϵ n 2 I(\kappa)<4\epsilon_{n}^{2} I ( κ ) < 4 ϵ n 2 and that the discrepancy of q q q and θ \theta θ along κ \kappa κ is less than 4 ϵ n 2 4\epsilon_{n}^{2} 4 ϵ n 2 .
Step 2 (Null sequences). (a) If 0 ≤ a n < 4 ϵ n 2 0\le a_{n}<4\epsilon_{n}^{2} 0 ≤ a n < 4 ϵ n 2 for real a n a_{n} a n and every n n n , then ∣ a n − 0 ∣ = a n ≤ 4 ϵ n 2 |a_{n}-0|=a_{n}\le4\epsilon_{n}^{2} ∣ a n − 0∣ = a n ≤ 4 ϵ n 2 , so ( a n ) n (a_{n})_{n} ( a n ) n converges to 0 0 0 by claim 3 of Order Properties of Limits of Real Sequences . (b) If b n , b ∈ R b_{n},b\in\mathbb{R} b n , b ∈ R satisfy ∣ b n − b ∣ < 2 ϵ n |b_{n}-b|<2\epsilon_{n} ∣ b n − b ∣ < 2 ϵ n for every n n n , then ( b n ) n (b_{n})_{n} ( b n ) n converges to b b b by the same claim. (c) If Z n , Z ∈ S ( d ) Z_{n},Z\in\mathcal{S}(d) Z n , Z ∈ S ( d ) satisfy ∥ Z n − Z ∥ < 2 ϵ n \lVert Z_{n}-Z\rVert<2\epsilon_{n} ∥ Z n − Z ∥ < 2 ϵ n for every n n n , then ( Z n ) n (Z_{n})_{n} ( Z n ) n converges to Z Z Z in ( S ( d ) , d S ( d ) ) (\mathcal{S}(d),d_{\mathcal{S}(d)}) ( S ( d ) , d S ( d ) ) : given a positive ε \varepsilon ε there is N N N with 2 ϵ n = ∣ 2 ϵ n − 0 ∣ < ε 2\epsilon_{n}=|2\epsilon_{n}-0|<\varepsilon 2 ϵ n = ∣2 ϵ n − 0∣ < ε for n ≥ N n\ge N n ≥ N , so d S ( d ) ( Z n , Z ) < ε d_{\mathcal{S}(d)}(Z_{n},Z)<\varepsilon d S ( d ) ( Z n , Z ) < ε for n ≥ N n\ge N n ≥ N (claim 2 of Elementary Order Arithmetic in an Ordered Field ). (d) For every positive ε ∈ R \varepsilon\in\mathbb{R} ε ∈ R there is N ∈ N N\in\mathbb{N} N ∈ N with ϵ n < ε \epsilon_{n}<\varepsilon ϵ n < ε for every n ≥ N n\ge N n ≥ N , as shown above.
Step 3 (Clause 1: approximate viscosity data). Assume the hypotheses of clause 1 and fix b ∈ R b\in\mathbb{R} b ∈ R with u ( μ ) ≤ b u(\mu)\le b u ( μ ) ≤ b for every μ ∈ D \mu\in\mathcal{D} μ ∈ D ; by The Delta-Envelopes of Bounded Functions and Their Monotonicity in the Weight, for a Wasserstein-Coercive Penalty Pair §growth , u u u has penalty-subordinate growth from above. Put s ∗ = u δ − ( ρ ∗ ) s_{*}=u^{-}_{\delta}(\rho^{*}) s ∗ = u δ − ( ρ ∗ ) . Let n ∈ N n\in\mathbb{N} n ∈ N . The hypothesis of clause 1 with ε = ϵ n \varepsilon=\epsilon_{n} ε = ϵ n gives ρ n ∈ D \rho_{n}\in\mathcal{D} ρ n ∈ D , an intrinsic test function φ n \varphi_{n} φ n on D \mathcal{D} D such that the function with value u δ − ( ρ ′ ) − φ n ( ρ ′ ) u^{-}_{\delta}(\rho')-\varphi_{n}(\rho') u δ − ( ρ ′ ) − φ n ( ρ ′ ) at ρ ′ ∈ D \rho'\in\mathcal{D} ρ ′ ∈ D has a local maximum relative to D \mathcal{D} D at ρ n \rho_{n} ρ n , and π n ∈ Π ( ρ n , ρ ∗ ) \pi_{n}\in\Pi(\rho_{n},\rho^{*}) π n ∈ Π ( ρ n , ρ ∗ ) with
I ( π n ) < ϵ n 2 , ∣ u δ − ( ρ n ) − s ∗ ∣ < ϵ n , ∫ R d + d ∥ ∇ φ n ( ρ n ) ( x ) − V ∗ ( y ) ∥ 2 π n ( d z ) < ϵ n 2 , ∥ H φ n ( ρ n ) − X ∥ < ϵ n . I(\pi_{n})<\epsilon_{n}^{2},\quad|u^{-}_{\delta}(\rho_{n})-s_{*}|<\epsilon_{n},\quad\int_{\mathbb{R}^{d+d}}\lVert\nabla\varphi_{n}(\rho_{n})(x)-V_{*}(y)\rVert^{2}\,\pi_{n}(dz)<\epsilon_{n}^{2},\quad\lVert H_{\varphi_{n}}(\rho_{n})-\mathbb{X}\rVert<\epsilon_{n}. I ( π n ) < ϵ n 2 , ∣ u δ − ( ρ n ) − s ∗ ∣ < ϵ n , ∫ R d + d ∥ ∇ φ n ( ρ n ) ( x ) − V ∗ ( y ) ∥ 2 π n ( d z ) < ϵ n 2 , ∥ H φ n ( ρ n ) − X ∥ < ϵ n .
As u u u is a viscosity subsolution, Viscosity Subsolution, Supersolution and Solution of a Second-Order Equation on the Wasserstein Space §subsolution with the positive δ \delta δ , φ n \varphi_{n} φ n , μ ^ = ρ n \hat{\mu}=\rho_{n} μ ^ = ρ n and ε = ϵ n \varepsilon=\epsilon_{n} ε = ϵ n gives ν n ∈ D Σ \nu_{n}\in\mathcal{D}_{\Sigma} ν n ∈ D Σ , γ n ∈ Π ( ν n , ρ n ) \gamma_{n}\in\Pi(\nu_{n},\rho_{n}) γ n ∈ Π ( ν n , ρ n ) , s n ∈ R s_{n}\in\mathbb{R} s n ∈ R , q n ∈ L 2 ( ν n ; R d ) q_{n}\in L^{2}(\nu_{n};\mathbb{R}^{d}) q n ∈ L 2 ( ν n ; R d ) and X n ∈ S ( d ) X_{n}\in\mathcal{S}(d) X n ∈ S ( d ) with
I ( γ n ) < ϵ n 2 , ∣ u δ − ( ν n ) − u δ − ( ρ n ) ∣ < ϵ n , ∣ s n − u δ − ( ρ n ) ∣ < ϵ n , I(\gamma_{n})<\epsilon_{n}^{2},\quad|u^{-}_{\delta}(\nu_{n})-u^{-}_{\delta}(\rho_{n})|<\epsilon_{n},\quad|s_{n}-u^{-}_{\delta}(\rho_{n})|<\epsilon_{n}, I ( γ n ) < ϵ n 2 , ∣ u δ − ( ν n ) − u δ − ( ρ n ) ∣ < ϵ n , ∣ s n − u δ − ( ρ n ) ∣ < ϵ n ,
∫ R d + d ∥ q n ( x ) − ∇ φ n ( ρ n ) ( y ) ∥ 2 γ n ( d z ) < ϵ n 2 , ∥ X n − H φ n ( ρ n ) ∥ < ϵ n , F δ − ( ν n , s n , q n , X n ) ≤ ϵ n . \int_{\mathbb{R}^{d+d}}\lVert q_{n}(x)-\nabla\varphi_{n}(\rho_{n})(y)\rVert^{2}\,\gamma_{n}(dz)<\epsilon_{n}^{2},\quad\lVert X_{n}-H_{\varphi_{n}}(\rho_{n})\rVert<\epsilon_{n},\quad F^{-}_{\delta}(\nu_{n},s_{n},q_{n},X_{n})\le\epsilon_{n}. ∫ R d + d ∥ q n ( x ) − ∇ φ n ( ρ n ) ( y ) ∥ 2 γ n ( d z ) < ϵ n 2 , ∥ X n − H φ n ( ρ n )∥ < ϵ n , F δ − ( ν n , s n , q n , X n ) ≤ ϵ n .
All measures here lie in P 2 ( R d ) \mathcal{P}_{2}(\mathbb{R}^{d}) P 2 ( R d ) , as D Σ ⊆ D ⊆ P 2 ( R d ) \mathcal{D}_{\Sigma}\subseteq\mathcal{D}\subseteq\mathcal{P}_{2}(\mathbb{R}^{d}) D Σ ⊆ D ⊆ P 2 ( R d ) (Penalty Pairs on the Wasserstein Space: the Penalty, Its Score, and Their Domains §pair ). Step 1 with ν = ν n \nu=\nu_{n} ν = ν n , ρ = ρ n \rho=\rho_{n} ρ = ρ n , μ = ρ ∗ \mu=\rho^{*} μ = ρ ∗ , γ = γ n \gamma=\gamma_{n} γ = γ n , π = π n \pi=\pi_{n} π = π n , q = q n q=q_{n} q = q n , η = ∇ φ n ( ρ n ) \eta=\nabla\varphi_{n}(\rho_{n}) η = ∇ φ n ( ρ n ) and θ = V ∗ \theta=V_{*} θ = V ∗ gives κ n ∈ Π ( ν n , ρ ∗ ) \kappa_{n}\in\Pi(\nu_{n},\rho^{*}) κ n ∈ Π ( ν n , ρ ∗ ) with I ( κ n ) < 2 ϵ n \sqrt{I(\kappa_{n})}<2\epsilon_{n} I ( κ n ) < 2 ϵ n , I ( κ n ) < 4 ϵ n 2 I(\kappa_{n})<4\epsilon_{n}^{2} I ( κ n ) < 4 ϵ n 2 , and the discrepancy of q n q_{n} q n and V ∗ V_{*} V ∗ along κ n \kappa_{n} κ n less than 4 ϵ n 2 4\epsilon_{n}^{2} 4 ϵ n 2 with square root less than 2 ϵ n 2\epsilon_{n} 2 ϵ n . By the triangle inequality of ∣ ⋅ ∣ |\cdot| ∣ ⋅ ∣ (claim 5 of Properties of the Absolute Value in an Ordered Field ), applied to u δ − ( ν n ) − s ∗ = ( u δ − ( ν n ) − u δ − ( ρ n ) ) + ( u δ − ( ρ n ) − s ∗ ) u^{-}_{\delta}(\nu_{n})-s_{*}=(u^{-}_{\delta}(\nu_{n})-u^{-}_{\delta}(\rho_{n}))+(u^{-}_{\delta}(\rho_{n})-s_{*}) u δ − ( ν n ) − s ∗ = ( u δ − ( ν n ) − u δ − ( ρ n )) + ( u δ − ( ρ n ) − s ∗ ) and to s n − s ∗ = ( s n − u δ − ( ρ n ) ) + ( u δ − ( ρ n ) − s ∗ ) s_{n}-s_{*}=(s_{n}-u^{-}_{\delta}(\rho_{n}))+(u^{-}_{\delta}(\rho_{n})-s_{*}) s n − s ∗ = ( s n − u δ − ( ρ n )) + ( u δ − ( ρ n ) − s ∗ ) , by the triangle inequality of d S ( d ) d_{\mathcal{S}(d)} d S ( d ) through H φ n ( ρ n ) H_{\varphi_{n}}(\rho_{n}) H φ n ( ρ n ) , and by claims 2 and 3 of Elementary Order Arithmetic in an Ordered Field ,
∣ u δ − ( ν n ) − s ∗ ∣ < 2 ϵ n , ∣ s n − s ∗ ∣ < 2 ϵ n , ∥ X n − X ∥ < 2 ϵ n . |u^{-}_{\delta}(\nu_{n})-s_{*}|<2\epsilon_{n},\qquad|s_{n}-s_{*}|<2\epsilon_{n},\qquad\lVert X_{n}-\mathbb{X}\rVert<2\epsilon_{n}. ∣ u δ − ( ν n ) − s ∗ ∣ < 2 ϵ n , ∣ s n − s ∗ ∣ < 2 ϵ n , ∥ X n − X ∥ < 2 ϵ n .
By Step 2(a), ( κ n ) n (\kappa_{n})_{n} ( κ n ) n is a sequence of couplings of vanishing cost from ( ν n ) n (\nu_{n})_{n} ( ν n ) n to ρ ∗ \rho^{*} ρ ∗ and ( q n ) n (q_{n})_{n} ( q n ) n converges strongly to V ∗ V_{*} V ∗ along it; by Step 2(b), ( s n ) n (s_{n})_{n} ( s n ) n converges to s ∗ s_{*} s ∗ ; by Step 2(c), ( X n ) n (X_{n})_{n} ( X n ) n converges to X \mathbb{X} X in ( S ( d ) , d S ( d ) ) (\mathcal{S}(d),d_{\mathcal{S}(d)}) ( S ( d ) , d S ( d ) ) .
Step 4 (Clause 1: bounds and admissibility). Let n ∈ N n\in\mathbb{N} n ∈ N ; recall 2 ϵ n ≤ 2 2\epsilon_{n}\le2 2 ϵ n ≤ 2 . Step 0 with κ n \kappa_{n} κ n gives M 2 ( ν n ) ≤ I ( κ n ) + M 2 ( ρ ∗ ) < M 2 ( ρ ∗ ) + 2 \sqrt{M_{2}(\nu_{n})}\le\sqrt{I(\kappa_{n})}+\sqrt{M_{2}(\rho^{*})}<\sqrt{M_{2}(\rho^{*})}+2 M 2 ( ν n ) ≤ I ( κ n ) + M 2 ( ρ ∗ ) < M 2 ( ρ ∗ ) + 2 and, with q = q n q=q_{n} q = q n , η = V ∗ \eta=V_{*} η = V ∗ , ∥ q n ∥ ν n < ∥ V ∗ ∥ ρ ∗ + 2 \lVert q_{n}\rVert_{\nu_{n}}<\lVert V_{*}\rVert_{\rho^{*}}+2 ∥ q n ∥ ν n < ∥ V ∗ ∥ ρ ∗ + 2 . By claim 5 of Properties of the Absolute Value in an Ordered Field , ∣ s n ∣ ≤ ∣ s n − s ∗ ∣ + ∣ s ∗ ∣ < ∣ s ∗ ∣ + 2 |s_{n}|\le|s_{n}-s_{*}|+|s_{*}|<|s_{*}|+2 ∣ s n ∣ ≤ ∣ s n − s ∗ ∣ + ∣ s ∗ ∣ < ∣ s ∗ ∣ + 2 ; by the preamble, ∥ X n ∥ ≤ ∥ X n − X ∥ + ∥ X ∥ < ∥ X ∥ + 2 \lVert X_{n}\rVert\le\lVert X_{n}-\mathbb{X}\rVert+\lVert\mathbb{X}\rVert<\lVert\mathbb{X}\rVert+2 ∥ X n ∥ ≤ ∥ X n − X ∥ + ∥ X ∥ < ∥ X ∥ + 2 . For the penalty: ∣ u δ − ( ν n ) − s ∗ ∣ < 2 ϵ n |u^{-}_{\delta}(\nu_{n})-s_{*}|<2\epsilon_{n} ∣ u δ − ( ν n ) − s ∗ ∣ < 2 ϵ n gives s ∗ − 2 ϵ n < u δ − ( ν n ) s_{*}-2\epsilon_{n}<u^{-}_{\delta}(\nu_{n}) s ∗ − 2 ϵ n < u δ − ( ν n ) (claim 9 of Properties of the Absolute Value in an Ordered Field and claim 1 of Elementary Order Arithmetic in an Ordered Field ), and − ∣ s ∗ ∣ − 2 ≤ s ∗ − 2 ϵ n -|s_{*}|-2\le s_{*}-2\epsilon_{n} − ∣ s ∗ ∣ − 2 ≤ s ∗ − 2 ϵ n (claim 3 of Properties of the Absolute Value in an Ordered Field ), so − ∣ s ∗ ∣ − 2 < u δ − ( ν n ) -|s_{*}|-2<u^{-}_{\delta}(\nu_{n}) − ∣ s ∗ ∣ − 2 < u δ − ( ν n ) ; as ν n ∈ D \nu_{n}\in\mathcal{D} ν n ∈ D , The Delta-Envelopes of Bounded Functions and Their Monotonicity in the Weight, for a Wasserstein-Coercive Penalty Pair §bounded gives u δ − ( ν n ) ≤ b − δ E ( ν n ) u^{-}_{\delta}(\nu_{n})\le b-\delta\,\mathcal{E}(\nu_{n}) u δ − ( ν n ) ≤ b − δ E ( ν n ) , hence δ E ( ν n ) < b + ∣ s ∗ ∣ + 2 ≤ ∣ b ∣ + ∣ s ∗ ∣ + 2 \delta\,\mathcal{E}(\nu_{n})<b+|s_{*}|+2\le|b|+|s_{*}|+2 δ E ( ν n ) < b + ∣ s ∗ ∣ + 2 ≤ ∣ b ∣ + ∣ s ∗ ∣ + 2 , and multiplying by the positive δ − 1 \delta^{-1} δ − 1 (claims 7 and 10 of Elementary Order Arithmetic in an Ordered Field ) E ( ν n ) < δ − 1 ( ∣ b ∣ + ∣ s ∗ ∣ + 2 ) \mathcal{E}(\nu_{n})<\delta^{-1}(|b|+|s_{*}|+2) E ( ν n ) < δ − 1 ( ∣ b ∣ + ∣ s ∗ ∣ + 2 ) . Also − ∣ e 0 ∣ − 1 < − ∣ e 0 ∣ ≤ e 0 ≤ E ( ν n ) -|e_{0}|-1<-|e_{0}|\le e_{0}\le\mathcal{E}(\nu_{n}) − ∣ e 0 ∣ − 1 < − ∣ e 0 ∣ ≤ e 0 ≤ E ( ν n ) . With
c E = δ − 1 ( ∣ b ∣ + ∣ s ∗ ∣ + 2 ) + ∣ e 0 ∣ + 1 , c_{\mathcal{E}}=\delta^{-1}(|b|+|s_{*}|+2)+|e_{0}|+1, c E = δ − 1 ( ∣ b ∣ + ∣ s ∗ ∣ + 2 ) + ∣ e 0 ∣ + 1 ,
both δ − 1 ( ∣ b ∣ + ∣ s ∗ ∣ + 2 ) \delta^{-1}(|b|+|s_{*}|+2) δ − 1 ( ∣ b ∣ + ∣ s ∗ ∣ + 2 ) and ∣ e 0 ∣ + 1 |e_{0}|+1 ∣ e 0 ∣ + 1 are at most c E c_{\mathcal{E}} c E , the other summands being nonnegative (claim 1 of Properties of the Absolute Value in an Ordered Field ; claims 5 and 7 of Elementary Order Arithmetic in an Ordered Field for the product of δ − 1 \delta^{-1} δ − 1 with the positive ∣ b ∣ + ∣ s ∗ ∣ + 2 |b|+|s_{*}|+2 ∣ b ∣ + ∣ s ∗ ∣ + 2 ); so − c E < E ( ν n ) < c E -c_{\mathcal{E}}<\mathcal{E}(\nu_{n})<c_{\mathcal{E}} − c E < E ( ν n ) < c E and ∣ E ( ν n ) ∣ < c E |\mathcal{E}(\nu_{n})|<c_{\mathcal{E}} ∣ E ( ν n ) ∣ < c E by claim 9 of Properties of the Absolute Value in an Ordered Field .
The partner datum: η 0 = ( ν 0 , 0 , 0 ν 0 , X ) \eta_{0}=(\nu_{0},0,0_{\nu_{0}},\mathbb{X}) η 0 = ( ν 0 , 0 , 0 ν 0 , X ) is a test datum for F F F , as ( ν 0 , 0 ν 0 ) ∈ V ( D Σ ) (\nu_{0},0_{\nu_{0}})\in\mathcal{V}(\mathcal{D}_{\Sigma}) ( ν 0 , 0 ν 0 ) ∈ V ( D Σ ) and X ∈ S ( d ) \mathbb{X}\in\mathcal{S}(d) X ∈ S ( d ) ; so F δ + ( η 0 ) F^{+}_{\delta}(\eta_{0}) F δ + ( η 0 ) is a real number. Now put
R = M 2 ( ρ ∗ ) + M 2 ( ν 0 ) + ∥ V ∗ ∥ ρ ∗ + ∥ X ∥ + ∣ s ∗ ∣ + δ − 1 ( ∣ b ∣ + ∣ s ∗ ∣ + 2 ) + ∣ e 0 ∣ + ∣ E ( ν 0 ) ∣ + ∣ F δ + ( η 0 ) ∣ + 3. R=\sqrt{M_{2}(\rho^{*})}+\sqrt{M_{2}(\nu_{0})}+\lVert V_{*}\rVert_{\rho^{*}}+\lVert\mathbb{X}\rVert+|s_{*}|+\delta^{-1}(|b|+|s_{*}|+2)+|e_{0}|+|\mathcal{E}(\nu_{0})|+|F^{+}_{\delta}(\eta_{0})|+3 . R = M 2 ( ρ ∗ ) + M 2 ( ν 0 ) + ∥ V ∗ ∥ ρ ∗ + ∥ X ∥ + ∣ s ∗ ∣ + δ − 1 ( ∣ b ∣ + ∣ s ∗ ∣ + 2 ) + ∣ e 0 ∣ + ∣ E ( ν 0 ) ∣ + ∣ F δ + ( η 0 ) ∣ + 3.
It is chosen after b b b , e 0 e_{0} e 0 , ν 0 \nu_{0} ν 0 and η 0 \eta_{0} η 0 and does not depend on n n n ; all its summands except 3 3 3 are nonnegative, so R R R is positive, and R R R minus each of M 2 ( ρ ∗ ) + 2 \sqrt{M_{2}(\rho^{*})}+2 M 2 ( ρ ∗ ) + 2 , c E c_{\mathcal{E}} c E , ∣ s ∗ ∣ + 2 |s_{*}|+2 ∣ s ∗ ∣ + 2 , ∥ V ∗ ∥ ρ ∗ + 2 \lVert V_{*}\rVert_{\rho^{*}}+2 ∥ V ∗ ∥ ρ ∗ + 2 , ∥ X ∥ + 2 \lVert\mathbb{X}\rVert+2 ∥ X ∥ + 2 , M 2 ( ν 0 ) \sqrt{M_{2}(\nu_{0})} M 2 ( ν 0 ) , ∣ E ( ν 0 ) ∣ |\mathcal{E}(\nu_{0})| ∣ E ( ν 0 ) ∣ , 0 0 0 and 1 + ∣ F δ + ( η 0 ) ∣ 1+|F^{+}_{\delta}(\eta_{0})| 1 + ∣ F δ + ( η 0 ) ∣ is a sum of nonnegative reals and a positive real, hence positive (claims 1 and 3 of Elementary Order Arithmetic in an Ordered Field , claim 2 of Elementary Arithmetic in an Ordered Field ). Hence, by the bounds above and claim 2 of Elementary Order Arithmetic in an Ordered Field , the test datum ξ n = ( ν n , s n , q n , X n ) \xi_{n}=(\nu_{n},s_{n},q_{n},X_{n}) ξ n = ( ν n , s n , q n , X n ) is R R R -bounded ; and η 0 \eta_{0} η 0 is R R R -bounded, since M 2 ( ν 0 ) < R \sqrt{M_{2}(\nu_{0})}<R M 2 ( ν 0 ) < R , ∣ E ( ν 0 ) ∣ < R |\mathcal{E}(\nu_{0})|<R ∣ E ( ν 0 ) ∣ < R , ∣ 0 ∣ = 0 < R |0|=0<R ∣0∣ = 0 < R , ∥ 0 ν 0 ∥ ν 0 = 0 < R \lVert0_{\nu_{0}}\rVert_{\nu_{0}}=0<R ∥ 0 ν 0 ∥ ν 0 = 0 < R and ∥ X ∥ < R \lVert\mathbb{X}\rVert<R ∥ X ∥ < R . Finally − F δ + ( η 0 ) ≤ ∣ F δ + ( η 0 ) ∣ -F^{+}_{\delta}(\eta_{0})\le|F^{+}_{\delta}(\eta_{0})| − F δ + ( η 0 ) ≤ ∣ F δ + ( η 0 ) ∣ (claims 2 and 3 of Properties of the Absolute Value in an Ordered Field ) and F δ − ( ξ n ) ≤ ϵ n ≤ 1 F^{-}_{\delta}(\xi_{n})\le\epsilon_{n}\le1 F δ − ( ξ n ) ≤ ϵ n ≤ 1 , so
F δ − ( ξ n ) − F δ + ( η 0 ) ≤ 1 + ∣ F δ + ( η 0 ) ∣ < R . F^{-}_{\delta}(\xi_{n})-F^{+}_{\delta}(\eta_{0})\le1+|F^{+}_{\delta}(\eta_{0})|<R . F δ − ( ξ n ) − F δ + ( η 0 ) ≤ 1 + ∣ F δ + ( η 0 ) ∣ < R .
So ξ n ∈ S δ , R − \xi_{n}\in S^{-}_{\delta,R} ξ n ∈ S δ , R − for every n n n (Test Data for an Intrinsic Second-Order Equation Operator on the Wasserstein Space and the Admissible Sets §admissible ), with the R R R -bounded partner η 0 \eta_{0} η 0 .
Step 5 (Clause 1: score bound and closed score). As 0 < δ < 1 0<\delta<1 0 < δ < 1 and 0 < R 0<R 0 < R , the shift-coercivity condition (The Shift-Coercivity Condition for an Equation Operator on the Wasserstein Space §coercivity ) gives a score bound C ≥ 0 C\ge0 C ≥ 0 for F F F at ( δ , R ) (\delta,R) ( δ , R ) , so ∥ Σ ( ν n ) ∥ ν n ≤ C \lVert\Sigma(\nu_{n})\rVert_{\nu_{n}}\le C ∥ Σ ( ν n ) ∥ ν n ≤ C for every n n n by Step 4. Now ( ν n ) n (\nu_{n})_{n} ( ν n ) n is a sequence in D Σ \mathcal{D}_{\Sigma} D Σ , ρ ∗ ∈ D \rho^{*}\in\mathcal{D} ρ ∗ ∈ D , and ( κ n ) n (\kappa_{n})_{n} ( κ n ) n is a sequence of couplings of vanishing cost from ( ν n ) n (\nu_{n})_{n} ( ν n ) n to ρ ∗ \rho^{*} ρ ∗ (Step 3); so Penalty Pairs with Closed Score Along Couplings §closed , at the nonnegative level C C C , gives ρ ∗ ∈ D Σ \rho^{*}\in\mathcal{D}_{\Sigma} ρ ∗ ∈ D Σ and that ( Σ ( ν n ) ) n (\Sigma(\nu_{n}))_{n} ( Σ ( ν n ) ) n converges weakly to Σ ( ρ ∗ ) \Sigma(\rho^{*}) Σ ( ρ ∗ ) along ( κ n ) n (\kappa_{n})_{n} ( κ n ) n . As V ∗ ∈ L 2 ( ρ ∗ ; R d ) V_{*}\in L^{2}(\rho^{*};\mathbb{R}^{d}) V ∗ ∈ L 2 ( ρ ∗ ; R d ) , ( ρ ∗ , V ∗ ) ∈ V ( D Σ ) (\rho^{*},V_{*})\in\mathcal{V}(\mathcal{D}_{\Sigma}) ( ρ ∗ , V ∗ ) ∈ V ( D Σ ) (The Bundle of Vector Fields over a Set of Measures, Second-Order Equation Operators on the Wasserstein Space, and Their Delta-Shifts §bundle ), and ξ ∗ = ( ρ ∗ , s ∗ , V ∗ , X ) \xi_{*}=(\rho^{*},s_{*},V_{*},\mathbb{X}) ξ ∗ = ( ρ ∗ , s ∗ , V ∗ , X ) is a test datum for F F F (Test Data for an Intrinsic Second-Order Equation Operator on the Wasserstein Space and the Admissible Sets §data ).
Step 6 (Clause 1: shift-semicontinuity). Put R ′ ′ = R + C R''=R+C R ′′ = R + C , positive as 0 < R 0<R 0 < R and 0 ≤ C 0\le C 0 ≤ C . Each ξ n \xi_{n} ξ n is R R R -bounded, hence R ′ ′ R'' R ′′ -bounded (R ≤ R ′ ′ R\le R'' R ≤ R ′′ and claim 2 of Elementary Order Arithmetic in an Ordered Field ), and ∥ Σ ( ν n ) ∥ ν n ≤ C ≤ R ′ ′ \lVert\Sigma(\nu_{n})\rVert_{\nu_{n}}\le C\le R'' ∥ Σ ( ν n ) ∥ ν n ≤ C ≤ R ′′ . With Steps 3 and 5 this says that ( ξ n ) n (\xi_{n})_{n} ( ξ n ) n converges to ξ ∗ \xi_{*} ξ ∗ along ( κ n ) n (\kappa_{n})_{n} ( κ n ) n with score bounded by R ′ ′ R'' R ′′ : ( κ n ) n (\kappa_{n})_{n} ( κ n ) n has vanishing cost, ( q n ) n (q_{n})_{n} ( q n ) n converges strongly to V ∗ V_{*} V ∗ and ( Σ ( ν n ) ) n (\Sigma(\nu_{n}))_{n} ( Σ ( ν n ) ) n weakly to Σ ( ρ ∗ ) \Sigma(\rho^{*}) Σ ( ρ ∗ ) along it, ( s n ) n (s_{n})_{n} ( s n ) n converges to s ∗ s_{*} s ∗ and ( X n ) n (X_{n})_{n} ( X n ) n to X \mathbb{X} X . By the shift-semicontinuity condition (The Shift-Semicontinuity Condition for an Equation Operator on the Wasserstein Space §semicontinuity ), F F F is shift-semicontinuous at ( δ , R ′ ′ ) (\delta,R'') ( δ , R ′′ ) . Let ε \varepsilon ε be positive; Step 2(d) gives N N N with ϵ n < ε \epsilon_{n}<\varepsilon ϵ n < ε for n ≥ N n\ge N n ≥ N , so F δ − ( ξ n ) ≤ ϵ n < 0 + ε F^{-}_{\delta}(\xi_{n})\le\epsilon_{n}<0+\varepsilon F δ − ( ξ n ) ≤ ϵ n < 0 + ε for n ≥ N n\ge N n ≥ N . The first implication of The Shift-Semicontinuity Condition for an Equation Operator on the Wasserstein Space §level with c = 0 c=0 c = 0 therefore gives
F δ − ( ρ ∗ , u δ − ( ρ ∗ ) , V ∗ , X ) = F δ − ( ξ ∗ ) ≤ 0 , F^{-}_{\delta}\bigl(\rho^{*},u^{-}_{\delta}(\rho^{*}),V_{*},\mathbb{X}\bigr)=F^{-}_{\delta}(\xi_{*})\le0, F δ − ( ρ ∗ , u δ − ( ρ ∗ ) , V ∗ , X ) = F δ − ( ξ ∗ ) ≤ 0 ,
which, with ρ ∗ ∈ D Σ \rho^{*}\in\mathcal{D}_{\Sigma} ρ ∗ ∈ D Σ from Step 5, is clause 1.
Step 7 (Clause 2: approximate viscosity data). Assume the hypotheses of clause 2 (the objects named in Steps 3 to 6 play no role here, and γ n \gamma_{n} γ n now denotes the coupling supplied by the hypothesis of clause 2) and fix b ′ ∈ R b'\in\mathbb{R} b ′ ∈ R with b ′ ≤ v ( μ ) b'\le v(\mu) b ′ ≤ v ( μ ) for every μ ∈ D \mu\in\mathcal{D} μ ∈ D ; by The Delta-Envelopes of Bounded Functions and Their Monotonicity in the Weight, for a Wasserstein-Coercive Penalty Pair §growth , v v v has penalty-subordinate growth from below. Put t ∗ = v δ + ( σ ∗ ) t_{*}=v^{+}_{\delta}(\sigma^{*}) t ∗ = v δ + ( σ ∗ ) . Let n ∈ N n\in\mathbb{N} n ∈ N . The hypothesis of clause 2 with ε = ϵ n \varepsilon=\epsilon_{n} ε = ϵ n gives σ n ∈ D \sigma_{n}\in\mathcal{D} σ n ∈ D , an intrinsic test function ψ n \psi_{n} ψ n on D \mathcal{D} D such that the function with value v δ + ( σ ′ ) − ψ n ( σ ′ ) v^{+}_{\delta}(\sigma')-\psi_{n}(\sigma') v δ + ( σ ′ ) − ψ n ( σ ′ ) at σ ′ ∈ D \sigma'\in\mathcal{D} σ ′ ∈ D has a local minimum relative to D \mathcal{D} D at σ n \sigma_{n} σ n , and γ n ∈ Π ( σ n , σ ∗ ) \gamma_{n}\in\Pi(\sigma_{n},\sigma^{*}) γ n ∈ Π ( σ n , σ ∗ ) with
I ( γ n ) < ϵ n 2 , ∣ v δ + ( σ n ) − t ∗ ∣ < ϵ n , ∫ R d + d ∥ ∇ ψ n ( σ n ) ( x ) − W ∗ ( y ) ∥ 2 γ n ( d z ) < ϵ n 2 , ∥ H ψ n ( σ n ) − Y ∥ < ϵ n . I(\gamma_{n})<\epsilon_{n}^{2},\quad|v^{+}_{\delta}(\sigma_{n})-t_{*}|<\epsilon_{n},\quad\int_{\mathbb{R}^{d+d}}\lVert\nabla\psi_{n}(\sigma_{n})(x)-W_{*}(y)\rVert^{2}\,\gamma_{n}(dz)<\epsilon_{n}^{2},\quad\lVert H_{\psi_{n}}(\sigma_{n})-\mathbb{Y}\rVert<\epsilon_{n}. I ( γ n ) < ϵ n 2 , ∣ v δ + ( σ n ) − t ∗ ∣ < ϵ n , ∫ R d + d ∥ ∇ ψ n ( σ n ) ( x ) − W ∗ ( y ) ∥ 2 γ n ( d z ) < ϵ n 2 , ∥ H ψ n ( σ n ) − Y ∥ < ϵ n .
As v v v is a viscosity supersolution, Viscosity Subsolution, Supersolution and Solution of a Second-Order Equation on the Wasserstein Space §supersolution with the positive δ \delta δ , φ = ψ n \varphi=\psi_{n} φ = ψ n , μ ^ = σ n \hat{\mu}=\sigma_{n} μ ^ = σ n and ε = ϵ n \varepsilon=\epsilon_{n} ε = ϵ n gives ν n ′ ∈ D Σ \nu'_{n}\in\mathcal{D}_{\Sigma} ν n ′ ∈ D Σ , θ n ∈ Π ( ν n ′ , σ n ) \theta_{n}\in\Pi(\nu'_{n},\sigma_{n}) θ n ∈ Π ( ν n ′ , σ n ) , t n ∈ R t_{n}\in\mathbb{R} t n ∈ R , q n ′ ∈ L 2 ( ν n ′ ; R d ) q'_{n}\in L^{2}(\nu'_{n};\mathbb{R}^{d}) q n ′ ∈ L 2 ( ν n ′ ; R d ) and Y n ∈ S ( d ) Y_{n}\in\mathcal{S}(d) Y n ∈ S ( d ) with
I ( θ n ) < ϵ n 2 , ∣ v δ + ( ν n ′ ) − v δ + ( σ n ) ∣ < ϵ n , ∣ t n − v δ + ( σ n ) ∣ < ϵ n , I(\theta_{n})<\epsilon_{n}^{2},\quad|v^{+}_{\delta}(\nu'_{n})-v^{+}_{\delta}(\sigma_{n})|<\epsilon_{n},\quad|t_{n}-v^{+}_{\delta}(\sigma_{n})|<\epsilon_{n}, I ( θ n ) < ϵ n 2 , ∣ v δ + ( ν n ′ ) − v δ + ( σ n ) ∣ < ϵ n , ∣ t n − v δ + ( σ n ) ∣ < ϵ n ,
∫ R d + d ∥ q n ′ ( x ) − ∇ ψ n ( σ n ) ( y ) ∥ 2 θ n ( d z ) < ϵ n 2 , ∥ Y n − H ψ n ( σ n ) ∥ < ϵ n , − ϵ n ≤ F δ + ( ν n ′ , t n , q n ′ , Y n ) . \int_{\mathbb{R}^{d+d}}\lVert q'_{n}(x)-\nabla\psi_{n}(\sigma_{n})(y)\rVert^{2}\,\theta_{n}(dz)<\epsilon_{n}^{2},\quad\lVert Y_{n}-H_{\psi_{n}}(\sigma_{n})\rVert<\epsilon_{n},\quad-\epsilon_{n}\le F^{+}_{\delta}(\nu'_{n},t_{n},q'_{n},Y_{n}). ∫ R d + d ∥ q n ′ ( x ) − ∇ ψ n ( σ n ) ( y ) ∥ 2 θ n ( d z ) < ϵ n 2 , ∥ Y n − H ψ n ( σ n )∥ < ϵ n , − ϵ n ≤ F δ + ( ν n ′ , t n , q n ′ , Y n ) .
Step 1 with ν = ν n ′ \nu=\nu'_{n} ν = ν n ′ , ρ = σ n \rho=\sigma_{n} ρ = σ n , μ = σ ∗ \mu=\sigma^{*} μ = σ ∗ , γ = θ n \gamma=\theta_{n} γ = θ n , π = γ n \pi=\gamma_{n} π = γ n , q = q n ′ q=q'_{n} q = q n ′ , η = ∇ ψ n ( σ n ) \eta=\nabla\psi_{n}(\sigma_{n}) η = ∇ ψ n ( σ n ) and θ = W ∗ \theta=W_{*} θ = W ∗ gives κ n ′ ∈ Π ( ν n ′ , σ ∗ ) \kappa'_{n}\in\Pi(\nu'_{n},\sigma^{*}) κ n ′ ∈ Π ( ν n ′ , σ ∗ ) with I ( κ n ′ ) < 2 ϵ n \sqrt{I(\kappa'_{n})}<2\epsilon_{n} I ( κ n ′ ) < 2 ϵ n , I ( κ n ′ ) < 4 ϵ n 2 I(\kappa'_{n})<4\epsilon_{n}^{2} I ( κ n ′ ) < 4 ϵ n 2 , and the discrepancy of q n ′ q'_{n} q n ′ and W ∗ W_{*} W ∗ along κ n ′ \kappa'_{n} κ n ′ less than 4 ϵ n 2 4\epsilon_{n}^{2} 4 ϵ n 2 with square root less than 2 ϵ n 2\epsilon_{n} 2 ϵ n . Exactly as in Step 3 (claim 5 of Properties of the Absolute Value in an Ordered Field through v δ + ( σ n ) v^{+}_{\delta}(\sigma_{n}) v δ + ( σ n ) , the triangle inequality of d S ( d ) d_{\mathcal{S}(d)} d S ( d ) through H ψ n ( σ n ) H_{\psi_{n}}(\sigma_{n}) H ψ n ( σ n ) , claims 2 and 3 of Elementary Order Arithmetic in an Ordered Field ),
∣ v δ + ( ν n ′ ) − t ∗ ∣ < 2 ϵ n , ∣ t n − t ∗ ∣ < 2 ϵ n , ∥ Y n − Y ∥ < 2 ϵ n . |v^{+}_{\delta}(\nu'_{n})-t_{*}|<2\epsilon_{n},\qquad|t_{n}-t_{*}|<2\epsilon_{n},\qquad\lVert Y_{n}-\mathbb{Y}\rVert<2\epsilon_{n}. ∣ v δ + ( ν n ′ ) − t ∗ ∣ < 2 ϵ n , ∣ t n − t ∗ ∣ < 2 ϵ n , ∥ Y n − Y ∥ < 2 ϵ n .
By Step 2(a)–(c), ( κ n ′ ) n (\kappa'_{n})_{n} ( κ n ′ ) n is a sequence of couplings of vanishing cost from ( ν n ′ ) n (\nu'_{n})_{n} ( ν n ′ ) n to σ ∗ \sigma^{*} σ ∗ , ( q n ′ ) n (q'_{n})_{n} ( q n ′ ) n converges strongly to W ∗ W_{*} W ∗ along it, ( t n ) n (t_{n})_{n} ( t n ) n converges to t ∗ t_{*} t ∗ , and ( Y n ) n (Y_{n})_{n} ( Y n ) n converges to Y \mathbb{Y} Y in ( S ( d ) , d S ( d ) ) (\mathcal{S}(d),d_{\mathcal{S}(d)}) ( S ( d ) , d S ( d ) ) .
Step 8 (Clause 2: bounds and admissibility). Let n ∈ N n\in\mathbb{N} n ∈ N . As in Step 4, Step 0 with κ n ′ \kappa'_{n} κ n ′ gives M 2 ( ν n ′ ) < M 2 ( σ ∗ ) + 2 \sqrt{M_{2}(\nu'_{n})}<\sqrt{M_{2}(\sigma^{*})}+2 M 2 ( ν n ′ ) < M 2 ( σ ∗ ) + 2 and ∥ q n ′ ∥ ν n ′ < ∥ W ∗ ∥ σ ∗ + 2 \lVert q'_{n}\rVert_{\nu'_{n}}<\lVert W_{*}\rVert_{\sigma^{*}}+2 ∥ q n ′ ∥ ν n ′ < ∥ W ∗ ∥ σ ∗ + 2 , and ∣ t n ∣ < ∣ t ∗ ∣ + 2 |t_{n}|<|t_{*}|+2 ∣ t n ∣ < ∣ t ∗ ∣ + 2 , ∥ Y n ∥ < ∥ Y ∥ + 2 \lVert Y_{n}\rVert<\lVert\mathbb{Y}\rVert+2 ∥ Y n ∥ < ∥ Y ∥ + 2 . The penalty bound changes direction: ∣ v δ + ( ν n ′ ) − t ∗ ∣ < 2 ϵ n |v^{+}_{\delta}(\nu'_{n})-t_{*}|<2\epsilon_{n} ∣ v δ + ( ν n ′ ) − t ∗ ∣ < 2 ϵ n gives v δ + ( ν n ′ ) < t ∗ + 2 ϵ n ≤ ∣ t ∗ ∣ + 2 v^{+}_{\delta}(\nu'_{n})<t_{*}+2\epsilon_{n}\le|t_{*}|+2 v δ + ( ν n ′ ) < t ∗ + 2 ϵ n ≤ ∣ t ∗ ∣ + 2 (claim 9 of Properties of the Absolute Value in an Ordered Field , claim 1 of Elementary Order Arithmetic in an Ordered Field , claim 3 of Properties of the Absolute Value in an Ordered Field ); as ν n ′ ∈ D \nu'_{n}\in\mathcal{D} ν n ′ ∈ D , The Delta-Envelopes of Bounded Functions and Their Monotonicity in the Weight, for a Wasserstein-Coercive Penalty Pair §bounded gives b ′ + δ E ( ν n ′ ) ≤ v δ + ( ν n ′ ) b'+\delta\,\mathcal{E}(\nu'_{n})\le v^{+}_{\delta}(\nu'_{n}) b ′ + δ E ( ν n ′ ) ≤ v δ + ( ν n ′ ) , hence δ E ( ν n ′ ) < ∣ t ∗ ∣ + 2 − b ′ ≤ ∣ b ′ ∣ + ∣ t ∗ ∣ + 2 \delta\,\mathcal{E}(\nu'_{n})<|t_{*}|+2-b'\le|b'|+|t_{*}|+2 δ E ( ν n ′ ) < ∣ t ∗ ∣ + 2 − b ′ ≤ ∣ b ′ ∣ + ∣ t ∗ ∣ + 2 (as − b ′ ≤ ∣ b ′ ∣ -b'\le|b'| − b ′ ≤ ∣ b ′ ∣ by claims 2 and 3 of Properties of the Absolute Value in an Ordered Field ), so E ( ν n ′ ) < δ − 1 ( ∣ b ′ ∣ + ∣ t ∗ ∣ + 2 ) \mathcal{E}(\nu'_{n})<\delta^{-1}(|b'|+|t_{*}|+2) E ( ν n ′ ) < δ − 1 ( ∣ b ′ ∣ + ∣ t ∗ ∣ + 2 ) (claims 7 and 10 of Elementary Order Arithmetic in an Ordered Field ); with − ∣ e 0 ∣ − 1 < e 0 ≤ E ( ν n ′ ) -|e_{0}|-1<e_{0}\le\mathcal{E}(\nu'_{n}) − ∣ e 0 ∣ − 1 < e 0 ≤ E ( ν n ′ ) and c E ′ = δ − 1 ( ∣ b ′ ∣ + ∣ t ∗ ∣ + 2 ) + ∣ e 0 ∣ + 1 c'_{\mathcal{E}}=\delta^{-1}(|b'|+|t_{*}|+2)+|e_{0}|+1 c E ′ = δ − 1 ( ∣ b ′ ∣ + ∣ t ∗ ∣ + 2 ) + ∣ e 0 ∣ + 1 we get ∣ E ( ν n ′ ) ∣ < c E ′ |\mathcal{E}(\nu'_{n})|<c'_{\mathcal{E}} ∣ E ( ν n ′ ) ∣ < c E ′ exactly as in Step 4.
The partner datum is now on the subsolution side: ξ 0 = ( ν 0 , 0 , 0 ν 0 , Y ) \xi_{0}=(\nu_{0},0,0_{\nu_{0}},\mathbb{Y}) ξ 0 = ( ν 0 , 0 , 0 ν 0 , Y ) is a test datum for F F F , so F δ − ( ξ 0 ) F^{-}_{\delta}(\xi_{0}) F δ − ( ξ 0 ) is a real number. Put
R ′ = M 2 ( σ ∗ ) + M 2 ( ν 0 ) + ∥ W ∗ ∥ σ ∗ + ∥ Y ∥ + ∣ t ∗ ∣ + δ − 1 ( ∣ b ′ ∣ + ∣ t ∗ ∣ + 2 ) + ∣ e 0 ∣ + ∣ E ( ν 0 ) ∣ + ∣ F δ − ( ξ 0 ) ∣ + 3 , R'=\sqrt{M_{2}(\sigma^{*})}+\sqrt{M_{2}(\nu_{0})}+\lVert W_{*}\rVert_{\sigma^{*}}+\lVert\mathbb{Y}\rVert+|t_{*}|+\delta^{-1}(|b'|+|t_{*}|+2)+|e_{0}|+|\mathcal{E}(\nu_{0})|+|F^{-}_{\delta}(\xi_{0})|+3, R ′ = M 2 ( σ ∗ ) + M 2 ( ν 0 ) + ∥ W ∗ ∥ σ ∗ + ∥ Y ∥ + ∣ t ∗ ∣ + δ − 1 ( ∣ b ′ ∣ + ∣ t ∗ ∣ + 2 ) + ∣ e 0 ∣ + ∣ E ( ν 0 ) ∣ + ∣ F δ − ( ξ 0 ) ∣ + 3 ,
chosen after b ′ b' b ′ , e 0 e_{0} e 0 , ν 0 \nu_{0} ν 0 and ξ 0 \xi_{0} ξ 0 and independent of n n n ; exactly as for R R R in Step 4, R ′ R' R ′ is positive and exceeds each of M 2 ( σ ∗ ) + 2 \sqrt{M_{2}(\sigma^{*})}+2 M 2 ( σ ∗ ) + 2 , c E ′ c'_{\mathcal{E}} c E ′ , ∣ t ∗ ∣ + 2 |t_{*}|+2 ∣ t ∗ ∣ + 2 , ∥ W ∗ ∥ σ ∗ + 2 \lVert W_{*}\rVert_{\sigma^{*}}+2 ∥ W ∗ ∥ σ ∗ + 2 , ∥ Y ∥ + 2 \lVert\mathbb{Y}\rVert+2 ∥ Y ∥ + 2 , M 2 ( ν 0 ) \sqrt{M_{2}(\nu_{0})} M 2 ( ν 0 ) , ∣ E ( ν 0 ) ∣ |\mathcal{E}(\nu_{0})| ∣ E ( ν 0 ) ∣ , 0 0 0 and ∣ F δ − ( ξ 0 ) ∣ + 1 |F^{-}_{\delta}(\xi_{0})|+1 ∣ F δ − ( ξ 0 ) ∣ + 1 . So η n = ( ν n ′ , t n , q n ′ , Y n ) \eta_{n}=(\nu'_{n},t_{n},q'_{n},Y_{n}) η n = ( ν n ′ , t n , q n ′ , Y n ) and ξ 0 \xi_{0} ξ 0 are R ′ R' R ′ -bounded test data. From − ϵ n ≤ F δ + ( η n ) -\epsilon_{n}\le F^{+}_{\delta}(\eta_{n}) − ϵ n ≤ F δ + ( η n ) we get − F δ + ( η n ) ≤ ϵ n ≤ 1 -F^{+}_{\delta}(\eta_{n})\le\epsilon_{n}\le1 − F δ + ( η n ) ≤ ϵ n ≤ 1 (claim 4 of Elementary Order Arithmetic in an Ordered Field ), and F δ − ( ξ 0 ) ≤ ∣ F δ − ( ξ 0 ) ∣ F^{-}_{\delta}(\xi_{0})\le|F^{-}_{\delta}(\xi_{0})| F δ − ( ξ 0 ) ≤ ∣ F δ − ( ξ 0 ) ∣ (claim 3 of Properties of the Absolute Value in an Ordered Field ), so
F δ − ( ξ 0 ) − F δ + ( η n ) ≤ ∣ F δ − ( ξ 0 ) ∣ + 1 < R ′ . F^{-}_{\delta}(\xi_{0})-F^{+}_{\delta}(\eta_{n})\le|F^{-}_{\delta}(\xi_{0})|+1<R' . F δ − ( ξ 0 ) − F δ + ( η n ) ≤ ∣ F δ − ( ξ 0 ) ∣ + 1 < R ′ .
So η n ∈ S δ , R ′ + \eta_{n}\in S^{+}_{\delta,R'} η n ∈ S δ , R ′ + for every n n n (Test Data for an Intrinsic Second-Order Equation Operator on the Wasserstein Space and the Admissible Sets §admissible ), with the R ′ R' R ′ -bounded partner ξ 0 \xi_{0} ξ 0 .
Step 9 (Clause 2: closed score and shift-semicontinuity). The shift-coercivity condition gives a score bound C ′ ≥ 0 C'\ge0 C ′ ≥ 0 for F F F at ( δ , R ′ ) (\delta,R') ( δ , R ′ ) (The Shift-Coercivity Condition for an Equation Operator on the Wasserstein Space §coercivity , The Shift-Coercivity Condition for an Equation Operator on the Wasserstein Space §bound ), and this bound applies to elements of S δ , R ′ + S^{+}_{\delta,R'} S δ , R ′ + , so ∥ Σ ( ν n ′ ) ∥ ν n ′ ≤ C ′ \lVert\Sigma(\nu'_{n})\rVert_{\nu'_{n}}\le C' ∥ Σ ( ν n ′ ) ∥ ν n ′ ≤ C ′ for every n n n . By Penalty Pairs with Closed Score Along Couplings §closed at the level C ′ C' C ′ , applied to ( ν n ′ ) n (\nu'_{n})_{n} ( ν n ′ ) n in D Σ \mathcal{D}_{\Sigma} D Σ , σ ∗ ∈ D \sigma^{*}\in\mathcal{D} σ ∗ ∈ D and ( κ n ′ ) n (\kappa'_{n})_{n} ( κ n ′ ) n , we get σ ∗ ∈ D Σ \sigma^{*}\in\mathcal{D}_{\Sigma} σ ∗ ∈ D Σ and that ( Σ ( ν n ′ ) ) n (\Sigma(\nu'_{n}))_{n} ( Σ ( ν n ′ ) ) n converges weakly to Σ ( σ ∗ ) \Sigma(\sigma^{*}) Σ ( σ ∗ ) along ( κ n ′ ) n (\kappa'_{n})_{n} ( κ n ′ ) n . So ( σ ∗ , W ∗ ) ∈ V ( D Σ ) (\sigma^{*},W_{*})\in\mathcal{V}(\mathcal{D}_{\Sigma}) ( σ ∗ , W ∗ ) ∈ V ( D Σ ) and η ∗ = ( σ ∗ , t ∗ , W ∗ , Y ) \eta_{*}=(\sigma^{*},t_{*},W_{*},\mathbb{Y}) η ∗ = ( σ ∗ , t ∗ , W ∗ , Y ) is a test datum. With R ′ ′ ′ = R ′ + C ′ R'''=R'+C' R ′′′ = R ′ + C ′ , positive, each η n \eta_{n} η n is R ′ ′ ′ R''' R ′′′ -bounded and ∥ Σ ( ν n ′ ) ∥ ν n ′ ≤ R ′ ′ ′ \lVert\Sigma(\nu'_{n})\rVert_{\nu'_{n}}\le R''' ∥ Σ ( ν n ′ ) ∥ ν n ′ ≤ R ′′′ , so by Step 7 and the above ( η n ) n (\eta_{n})_{n} ( η n ) n converges to η ∗ \eta_{*} η ∗ along ( κ n ′ ) n (\kappa'_{n})_{n} ( κ n ′ ) n with score bounded by R ′ ′ ′ R''' R ′′′ (The Shift-Semicontinuity Condition for an Equation Operator on the Wasserstein Space §converging ), and F F F is shift-semicontinuous at ( δ , R ′ ′ ′ ) (\delta,R''') ( δ , R ′′′ ) (The Shift-Semicontinuity Condition for an Equation Operator on the Wasserstein Space §semicontinuity ). Let ε \varepsilon ε be positive; Step 2(d) gives N N N with ϵ n < ε \epsilon_{n}<\varepsilon ϵ n < ε for n ≥ N n\ge N n ≥ N , so 0 − ε < − ϵ n ≤ F δ + ( η n ) 0-\varepsilon<-\epsilon_{n}\le F^{+}_{\delta}(\eta_{n}) 0 − ε < − ϵ n ≤ F δ + ( η n ) for n ≥ N n\ge N n ≥ N (claims 4 and 2 of Elementary Order Arithmetic in an Ordered Field ). The second implication of The Shift-Semicontinuity Condition for an Equation Operator on the Wasserstein Space §level with c = 0 c=0 c = 0 gives
0 ≤ F δ + ( η ∗ ) = F δ + ( σ ∗ , v δ + ( σ ∗ ) , W ∗ , Y ) , 0\le F^{+}_{\delta}(\eta_{*})=F^{+}_{\delta}\bigl(\sigma^{*},v^{+}_{\delta}(\sigma^{*}),W_{*},\mathbb{Y}\bigr), 0 ≤ F δ + ( η ∗ ) = F δ + ( σ ∗ , v δ + ( σ ∗ ) , W ∗ , Y ) ,
which, with σ ∗ ∈ D Σ \sigma^{*}\in\mathcal{D}_{\Sigma} σ ∗ ∈ D Σ , is clause 2.