TheoremBase

Basic Properties of the δ\delta-Envelopes: Semicontinuity, Duality, Closed Superlevel Sets, Bounds and Monotonicity

The delta-envelope ud−eltau^-_delta is upper semicontinuous on V∩U, dual to ud+eltau^+_delta under negation, has superlevel sets closed in (U, dH)d_H), is dominated by C − delta h when u ≤ C, is monotone in u and antitone in delta with a gain of (delta' − delta) h, and equals u − delta h when u is upper semicontinuous; dual statements hold for ud+eltau^+_delta.

Statement

In the setting of Hilbert Triples: Standing Notation and Background, let U⊆HU\subseteq H be nonempty and open in HH, let hh be the penalty function, let u:U→Ru:U\to\mathbb{R}, and let δ∈R\delta\in\mathbb{R} satisfy 0<δ0<\delta. The δ\delta-envelopes uδ−u^{-}_{\delta} and uδ+u^{+}_{\delta} are functions on V∩UV\cap U, defined when uu is bounded above, respectively below, near each point of UU; local bounds, semicontinuity and closed superlevel sets of functions on UU, on V∩UV\cap U, and in (U,dH)(U,d_{H}) are as fixed there. For a function vv on UU or on V∩UV\cap U, −v-v denotes the function with value −v(x)-v(x) at xx. Then the following hold.

1. (Semicontinuity) If uu is bounded above near each point of UU, then uδ−u^{-}_{\delta} is upper semicontinuous on V∩UV\cap U, is bounded above near each point of V∩UV\cap U, and satisfies u(x)−δh(x)≤uδ−(x)u(x)-\delta h(x)\le u^{-}_{\delta}(x) for every x∈V∩Ux\in V\cap U. If uu is bounded below near each point of UU, then uδ+u^{+}_{\delta} is lower semicontinuous on V∩UV\cap U, is bounded below near each point of V∩UV\cap U, and satisfies uδ+(x)≤u(x)+δh(x)u^{+}_{\delta}(x)\le u(x)+\delta h(x) for every x∈V∩Ux\in V\cap U.

2. (Duality) The function uu is bounded above near each point of UU if and only if −u-u is bounded below near each point of UU, and in that case (−u)δ+(x)=−uδ−(x)(-u)^{+}_{\delta}(x)=-u^{-}_{\delta}(x) for every x∈V∩Ux\in V\cap U. Likewise uu is bounded below near each point of UU if and only if −u-u is bounded above near each point of UU, and in that case (−u)δ−(x)=−uδ+(x)(-u)^{-}_{\delta}(x)=-u^{+}_{\delta}(x) for every x∈V∩Ux\in V\cap U.

3. (Closed superlevel sets) If uu is bounded above near each point of UU, then uδ−u^{-}_{\delta}, as a function on the subset V∩UV\cap U of the metric space (U,dH)(U,d_{H}), has closed superlevel sets in (U,dH)(U,d_{H}); that is, for every t∈Rt\in\mathbb{R} the set {x∈V∩U:t≤uδ−(x)}\{x\in V\cap U: t\le u^{-}_{\delta}(x)\} is closed in (U,dH)(U,d_{H}). If uu is bounded below near each point of UU, then −uδ+-u^{+}_{\delta} has closed superlevel sets in (U,dH)(U,d_{H}); that is, for every t∈Rt\in\mathbb{R} the set {x∈V∩U:uδ+(x)≤t}\{x\in V\cap U: u^{+}_{\delta}(x)\le t\} is closed in (U,dH)(U,d_{H}).

4. (Global bounds) If C∈RC\in\mathbb{R} satisfies u(x)≤Cu(x)\le C for every x∈Ux\in U, then uu is bounded above near each point of UU and

uδ−(x)≤C−δh(x)≤C−δ2∣x∣H2for every x∈V∩U.u^{-}_{\delta}(x)\le C-\delta h(x)\le C-\tfrac{\delta}{2}|x|_{H}^{2}\qquad\text{for every }x\in V\cap U .

If C∈RC\in\mathbb{R} satisfies −C≤u(x)-C\le u(x) for every x∈Ux\in U, then uu is bounded below near each point of UU and −C+δ2∣x∣H2≤−C+δh(x)≤uδ+(x)-C+\tfrac{\delta}{2}|x|_{H}^{2}\le -C+\delta h(x)\le u^{+}_{\delta}(x) for every x∈V∩Ux\in V\cap U.

5. (Monotonicity) Let v:U→Rv:U\to\mathbb{R} satisfy u(x)≤v(x)u(x)\le v(x) for every x∈Ux\in U, and let δ′∈R\delta'\in\mathbb{R} satisfy δ≤δ′\delta\le\delta'. If uu and vv are bounded above near each point of UU, then uδ−(x)≤vδ−(x)u^{-}_{\delta}(x)\le v^{-}_{\delta}(x) and uδ′−(x)≤uδ−(x)u^{-}_{\delta'}(x)\le u^{-}_{\delta}(x) for every x∈V∩Ux\in V\cap U. If uu and vv are bounded below near each point of UU, then uδ+(x)≤vδ+(x)u^{+}_{\delta}(x)\le v^{+}_{\delta}(x) and uδ+(x)≤uδ′+(x)u^{+}_{\delta}(x)\le u^{+}_{\delta'}(x) for every x∈V∩Ux\in V\cap U.

6. (Semicontinuous functions) If uu is upper semicontinuous on UU, then uu is bounded above near each point of UU and uδ−(x)=u(x)−δh(x)u^{-}_{\delta}(x)=u(x)-\delta h(x) for every x∈V∩Ux\in V\cap U. If uu is lower semicontinuous on UU, then uu is bounded below near each point of UU and uδ+(x)=u(x)+δh(x)u^{+}_{\delta}(x)=u(x)+\delta h(x) for every x∈V∩Ux\in V\cap U. In particular both conclusions hold when uu is continuous on UU.

7. (Monotonicity in δ\delta with the penalty gap) Let δ′∈R\delta'\in\mathbb{R} satisfy δ≤δ′\delta\le\delta'. If uu is bounded above near each point of UU, then

uδ′−(x)+(δ′−δ) h(x)≤uδ−(x)for every x∈V∩U.u^{-}_{\delta'}(x)+(\delta'-\delta)\,h(x)\le u^{-}_{\delta}(x)\qquad\text{for every }x\in V\cap U .

If uu is bounded below near each point of UU, then uδ+(x)+(δ′−δ) h(x)≤uδ′+(x)u^{+}_{\delta}(x)+(\delta'-\delta)\,h(x)\le u^{+}_{\delta'}(x) for every x∈V∩Ux\in V\cap U.

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