TheoremBase

Basic Properties of the Delta-Envelopes on the Noise Wasserstein Space, and the Envelopes of Bounded Functions for a Noise-Closed Penalty Pair

The delta-envelopes relative to a noise penalty pair are semicontinuous and placed on the correct side of the penalised function, are exchanged by negation, are exact for continuous functions and a lower semicontinuous penalty, and inherit bounds by a smaller multiple of the penalty. For a noise-closed pair, bounded functions have subordinate growth with explicit envelope bounds, and increasing the weight lowers the upper envelope by at least the weight increment times the penalty, with mirror statements from below.

Statement

In the setting of First-Order Equations on the Noise Wasserstein Space Relative to a Noise Penalty Pair: Standing Notation, let (D,DΣ,E,Σ)(\mathcal{D},\mathcal{D}_{\Sigma},\mathcal{E},\Sigma) be a noise penalty pair on Pρa\mathcal{P}^{a}_{\rho} and let u:D→Ru:\mathcal{D}\to\mathbb{R}. Penalty-subordinate growth from above and from below, and, for positive δ∈R\delta\in\mathbb{R}, the δ\delta-envelopes uδ−u^{-}_{\delta} and uδ+u^{+}_{\delta} of uu, functions on D\mathcal{D}, are those of the definitions cited, and the functions u∓δEu\mp\delta\mathcal{E} on D\mathcal{D} are those of The Delta-Envelopes of a Function on the Domain of a Noise Penalty Pair. Upper semicontinuity, lower semicontinuity and continuity of a real function on D\mathcal{D} are understood relative to D\mathcal{D} in the metric space (Pρa,Wa)(\mathcal{P}^{a}_{\rho},W_{a}) of First-Order Equations on the Noise Wasserstein Space Relative to a Noise Penalty Pair: Standing Notation §space, R\mathbb{R} carrying the metric of The Absolute Value Metric on the Real Line. The function −u-u on D\mathcal{D} has the value −u(ν)-u(\nu) at ν\nu. Then claims 1 to 4 hold for every positive δ∈R\delta\in\mathbb{R}, and claims 5 to 7 hold under their additional hypothesis that the pair is noise-closed.

1. (Semicontinuity and bounds) If uu has penalty-subordinate growth from above, then uδ−u^{-}_{\delta} is upper semicontinuous on D\mathcal{D} and u(ν)−δ E(ν)≤uδ−(ν)u(\nu)-\delta\,\mathcal{E}(\nu)\le u^{-}_{\delta}(\nu) for every ν∈D\nu\in\mathcal{D}. If uu has penalty-subordinate growth from below, then uδ+u^{+}_{\delta} is lower semicontinuous on D\mathcal{D} and uδ+(ν)≤u(ν)+δ E(ν)u^{+}_{\delta}(\nu)\le u(\nu)+\delta\,\mathcal{E}(\nu) for every ν∈D\nu\in\mathcal{D}.

2. (Duality) The function uu has penalty-subordinate growth from above if and only if −u-u has penalty-subordinate growth from below, and then (−u)δ+(ν)=− uδ−(ν)(-u)^{+}_{\delta}(\nu)=-\,u^{-}_{\delta}(\nu) for every ν∈D\nu\in\mathcal{D}. The function uu has penalty-subordinate growth from below if and only if −u-u has penalty-subordinate growth from above, and then (−u)δ−(ν)=− uδ+(ν)(-u)^{-}_{\delta}(\nu)=-\,u^{+}_{\delta}(\nu) for every ν∈D\nu\in\mathcal{D}.

3. (Exact envelopes) Suppose that uu is continuous on D\mathcal{D} and that E\mathcal{E} is lower semicontinuous on D\mathcal{D}. If uu has penalty-subordinate growth from above, then uδ−(ν)=u(ν)−δ E(ν)u^{-}_{\delta}(\nu)=u(\nu)-\delta\,\mathcal{E}(\nu) for every ν∈D\nu\in\mathcal{D}; if uu has penalty-subordinate growth from below, then uδ+(ν)=u(ν)+δ E(ν)u^{+}_{\delta}(\nu)=u(\nu)+\delta\,\mathcal{E}(\nu) for every ν∈D\nu\in\mathcal{D}.

4. (Bounds by a smaller multiple of the penalty) Suppose that E\mathcal{E} is lower semicontinuous on D\mathcal{D}, and let C,η∈RC,\eta\in\mathbb{R} satisfy 0≤η≤δ0\le\eta\le\delta. If uu has penalty-subordinate growth from above and u(ν)≤C+η E(ν)u(\nu)\le C+\eta\,\mathcal{E}(\nu) for every ν∈D\nu\in\mathcal{D}, then

uδ−(ν)≤C−(δ−η) E(ν)for every ν∈D.u^{-}_{\delta}(\nu)\le C-(\delta-\eta)\,\mathcal{E}(\nu)\qquad\text{for every }\nu\in\mathcal{D}.

If uu has penalty-subordinate growth from below and −C−η E(ν)≤u(ν)-C-\eta\,\mathcal{E}(\nu)\le u(\nu) for every ν∈D\nu\in\mathcal{D}, then −C+(δ−η) E(ν)≤uδ+(ν)-C+(\delta-\eta)\,\mathcal{E}(\nu)\le u^{+}_{\delta}(\nu) for every ν∈D\nu\in\mathcal{D}.

5. (Bounded functions have subordinate growth) Suppose that the pair is noise-closed, and let b∈Rb\in\mathbb{R}. If u(μ)≤bu(\mu)\le b for every μ∈D\mu\in\mathcal{D}, then uu has penalty-subordinate growth from above; if b≤u(μ)b\le u(\mu) for every μ∈D\mu\in\mathcal{D}, then uu has penalty-subordinate growth from below.

6. (Envelope bounds) Suppose that the pair is noise-closed, let b∈Rb\in\mathbb{R} and let δ∈R\delta\in\mathbb{R} be positive. If u(μ)≤bu(\mu)\le b for every μ∈D\mu\in\mathcal{D}, then

uδ−(μ)≤b−δ E(μ)for every μ∈D;u^{-}_{\delta}(\mu)\le b-\delta\,\mathcal{E}(\mu)\qquad\text{for every }\mu\in\mathcal{D};

if b≤u(μ)b\le u(\mu) for every μ∈D\mu\in\mathcal{D}, then b+δ E(μ)≤uδ+(μ)b+\delta\,\mathcal{E}(\mu)\le u^{+}_{\delta}(\mu) for every μ∈D\mu\in\mathcal{D}.

7. (Monotonicity in the weight) Suppose that the pair is noise-closed, and let δ,δ′∈R\delta,\delta'\in\mathbb{R} satisfy 0<δ<δ′0<\delta<\delta'. If uu has penalty-subordinate growth from above, then

uδ′−(μ)+(δ′−δ) E(μ)≤uδ−(μ)for every μ∈D;u^{-}_{\delta'}(\mu)+(\delta'-\delta)\,\mathcal{E}(\mu)\le u^{-}_{\delta}(\mu)\qquad\text{for every }\mu\in\mathcal{D};

if uu has penalty-subordinate growth from below, then uδ+(μ)≤uδ′+(μ)−(δ′−δ) E(μ)u^{+}_{\delta}(\mu)\le u^{+}_{\delta'}(\mu)-(\delta'-\delta)\,\mathcal{E}(\mu) for every μ∈D\mu\in\mathcal{D}.

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