TheoremBase

Localized Joint Coercivity of the Recentred N-Agent Cost Integrand under a Positive-Definite Fluctuation Hessian

Statement

Adopt the setting and notation of the first-order expansion lemma for the recentred NN-agent cost: the transition-rate family β\beta on ll states with control set A⊆Rm\mathcal{A}\subseteq\mathbb{R}^{m} and rate bound BB; the observation-rate family β~\tilde{\beta}; the horizon T>0T>0; the NN-agent driving system; the A\mathcal{A}-valued observation-driven control policy hh; the solution on [0,T][0,T] with regular event Ω0\Omega_{0}, empirical state measure Σt\Sigma_{t} and control αt\alpha_{t}; the mean-field trajectory pair (S,A)(S,A); the fluctuation processes st=N(Σt−St)\mathfrak{s}_{t}=\sqrt{N}(\Sigma_{t}-S_{t}) and at=N(αt−At)\mathfrak{a}_{t}=\sqrt{N}(\alpha_{t}-A_{t}); the population cost data (L,G)(L,G); the twice continuously differentiable extension (U,V,βˉ)(U,V,\bar{\beta}) of β\beta with derivative bound KK and extended aggregate state drift bˉ\bar{b}; the twice continuously differentiable extension (Uc,Lˉ,Gˉ)(U_{c},\bar{L},\bar{G}) of (L,G)(L,G) with second-derivative bound KcK_{c}; the stationary co-state PP with its bound CPC_{P}, so that (S,A,P)(S,A,P) is a stationary mean-field triple; the mean-field Hamiltonian Ht(Σ,α)=Lˉ(Σ,α)−∑δ=1lPtδbˉδ(Σ,α)\mathcal{H}_{t}(\Sigma,\alpha)=\bar{L}(\Sigma,\alpha)-\sum_{\delta=1}^{l}P^{\delta}_{t}\bar{b}^{\delta}(\Sigma,\alpha) and its state derivative coefficients ∂γHt\partial_{\gamma}\mathcal{H}_{t}; the abbreviation yt=Σt−Sty_{t}=\Sigma_{t}-S_{t}; and the quantities

Dt=Ht(Σt,αt)−Ht(St,At)−∑γ=1l∂γHt(St,At) ytγ,DG=Gˉ(ΣT)−Gˉ(ST)−∑γ=1l∂γGˉ(ST) yTγ.\mathcal{D}_{t}=\mathcal{H}_{t}(\Sigma_{t},\alpha_{t})-\mathcal{H}_{t}(S_{t},A_{t})-\sum_{\gamma=1}^{l}\partial_{\gamma}\mathcal{H}_{t}(S_{t},A_{t})\,y^{\gamma}_{t},\qquad \mathcal{D}_{G}=\bar{G}(\Sigma_{T})-\bar{G}(S_{T})-\sum_{\gamma=1}^{l}\partial_{\gamma}\bar{G}(S_{T})\,y^{\gamma}_{T}.

Write dd for the Euclidean distance, ∣⋅∣|\cdot| for the Euclidean norm, Δl\Delta^{l} for the probability simplex, and ⋅\sqrt{\cdot} for the nonnegative square root. Assume, as there, hypothesis (A): A\mathcal{A} is compact and convex. Adopt the fluctuation Hessian coefficients Hij(t)H_{ij}(t) (i,j∈{1,…,l+m}i,j\in\{1,\dots,l+m\}) and the terminal coefficients Fγδ=∂δ∂γGˉ(ST)F_{\gamma\delta}=\partial_{\delta}\partial_{\gamma}\bar{G}(S_{T}) of these data, and the moduli of continuity ωL\omega_{L}, ωb\omega_{b} and ωG\omega_{G} of the second-order expansion theorem for the NN-agent cost, which by part (a) of that theorem are nondecreasing functions from [0,∞)[0,\infty) to [0,∞)[0,\infty), bounded by 2Kc2K_{c}, 6 l K6\,l\,K and 2Kc2K_{c} respectively, and such that for every real ε>0\varepsilon>0 there is a real η>0\eta>0 with ωL(u)≤ε\omega_{L}(u)\le\varepsilon, ωb(u)≤ε\omega_{b}(u)\le\varepsilon and ωG(u)≤ε\omega_{G}(u)\le\varepsilon for all u∈[0,η]u\in[0,\eta].

For t∈[0,T]t\in[0,T] write zt=(st,at)\mathfrak{z}_{t}=(\mathfrak{s}_{t},\mathfrak{a}_{t}) for the Rl+m\mathbb{R}^{l+m}-valued map whose first ll components are those of st\mathfrak{s}_{t} and whose last mm components are those of at\mathfrak{a}_{t}, so that ∣zt∣2=∣st∣2+∣at∣2|\mathfrak{z}_{t}|^{2}=|\mathfrak{s}_{t}|^{2}+|\mathfrak{a}_{t}|^{2}. For t∈[0,T]t\in[0,T] and ω∈Ω\omega\in\Omega write, as in that theorem,

ρt=d((Σt,αt),(St,At))=N−1/2(∣st∣2+∣at∣2)1/2,d(ΣT,ST)=N−1/2∣sT∣.\rho_{t}=d\bigl((\Sigma_{t},\alpha_{t}),(S_{t},A_{t})\bigr)=N^{-1/2}\bigl(|\mathfrak{s}_{t}|^{2}+|\mathfrak{a}_{t}|^{2}\bigr)^{1/2},\qquad d(\Sigma_{T},S_{T})=N^{-1/2}|\mathfrak{s}_{T}| .

Hypothesis (JC) (Local joint coercivity of the cost). There is a real number cJ>0c_{J}>0 such that

12∑i=1l+m∑j=1l+mHij(t) wiwj ≥ cJ ∣w∣2for every t∈[0,T] and every w∈Rl+m,\tfrac{1}{2}\sum_{i=1}^{l+m}\sum_{j=1}^{l+m}H_{ij}(t)\,w^{i}w^{j}\ \ge\ c_{J}\,|w|^{2}\qquad\text{for every }t\in[0,T]\text{ and every }w\in\mathbb{R}^{l+m},

and the terminal coefficients are positive semidefinite:

∑γ=1l∑δ=1lFγδ vγvδ ≥ 0for every v∈Rl.\sum_{\gamma=1}^{l}\sum_{\delta=1}^{l}F_{\gamma\delta}\,v^{\gamma}v^{\delta}\ \ge\ 0\qquad\text{for every }v\in\mathbb{R}^{l}.

Then the following hold.

1. (Second-order remainder bound.) For every t∈[0,T]t\in[0,T] and every ω∈Ω\omega\in\Omega,

∣ N Dt−12∑i=1l+m∑j=1l+mHij(t) zti ztj ∣ ≤ 12 (l+m) (ωL(ρt)+CP ωb(ρt)) (∣st∣2+∣at∣2),\Bigl|\,N\,\mathcal{D}_{t}-\tfrac{1}{2}\sum_{i=1}^{l+m}\sum_{j=1}^{l+m}H_{ij}(t)\,\mathfrak{z}^{i}_{t}\,\mathfrak{z}^{j}_{t}\,\Bigr|\ \le\ \tfrac{1}{2}\,(l+m)\,\bigl(\omega_{L}(\rho_{t})+C_{P}\,\omega_{b}(\rho_{t})\bigr)\,\bigl(|\mathfrak{s}_{t}|^{2}+|\mathfrak{a}_{t}|^{2}\bigr),

and for every ω∈Ω\omega\in\Omega,

∣ N DG−12∑γ=1l∑δ=1lFγδ sTγ sTδ ∣ ≤ 12 l ωG(d(ΣT,ST)) ∣sT∣2.\Bigl|\,N\,\mathcal{D}_{G}-\tfrac{1}{2}\sum_{\gamma=1}^{l}\sum_{\delta=1}^{l}F_{\gamma\delta}\,\mathfrak{s}^{\gamma}_{T}\,\mathfrak{s}^{\delta}_{T}\,\Bigr|\ \le\ \tfrac{1}{2}\,l\,\omega_{G}\bigl(d(\Sigma_{T},S_{T})\bigr)\,|\mathfrak{s}_{T}|^{2}.

This conclusion does not use (JC).

2. (A coercivity radius.) There is a real number ρ∗>0\rho^{*}>0 such that

12 (l+m) (ωL(u)+CP ωb(u)) ≤ cJ2for every u∈[0,ρ∗].\tfrac{1}{2}\,(l+m)\,\bigl(\omega_{L}(u)+C_{P}\,\omega_{b}(u)\bigr)\ \le\ \tfrac{c_{J}}{2}\qquad\text{for every }u\in[0,\rho^{*}].

3. (Localized joint coercivity.) Let ρ∗\rho^{*} be as in claim 2. For every t∈[0,T]t\in[0,T] and every ω∈Ω\omega\in\Omega with ρt(ω)≤ρ∗\rho_{t}(\omega)\le\rho^{*},

N Dt ≥ cJ2 (∣st∣2+∣at∣2).N\,\mathcal{D}_{t}\ \ge\ \frac{c_{J}}{2}\,\bigl(|\mathfrak{s}_{t}|^{2}+|\mathfrak{a}_{t}|^{2}\bigr).

In particular NDt≥cJ2∣at∣2N\mathcal{D}_{t}\ge\tfrac{c_{J}}{2}|\mathfrak{a}_{t}|^{2} there, with no deficit in the state fluctuation.

4. (Terminal bound.) For every ω∈Ω\omega\in\Omega,

N DG ≥ − 12 l ωG(d(ΣT,ST)) ∣sT∣2;N\,\mathcal{D}_{G}\ \ge\ -\,\tfrac{1}{2}\,l\,\omega_{G}\bigl(d(\Sigma_{T},S_{T})\bigr)\,|\mathfrak{s}_{T}|^{2};

consequently, for every real ϵ>0\epsilon>0 there is a real ρG∗>0\rho^{*}_{G}>0 such that NDG≥−ϵ ∣sT∣2N\mathcal{D}_{G}\ge-\epsilon\,|\mathfrak{s}_{T}|^{2} at every ω∈Ω\omega\in\Omega with d(ΣT,ST)≤ρG∗d(\Sigma_{T},S_{T})\le\rho^{*}_{G}.

5. (Joint coercivity implies control-block coercivity.) Hypothesis (H1) of the quadratic growth lemma for the mean-field Hamiltonian holds with the constant r=cJr=c_{J}; that is, writing RtR_{t} for the matrix defined there,

h⋅Rth ≥ cJ ∣h∣2for every t∈[0,T] and every h∈Rm.h\cdot R_{t}h\ \ge\ c_{J}\,|h|^{2}\qquad\text{for every }t\in[0,T]\text{ and every }h\in\mathbb{R}^{m}.

In particular, if in addition hypothesis (U) of that lemma holds, its conclusion (d) furnishes a real r0>0r_{0}>0 with Ht(St,a)−Ht(St,At)≥r0∣a−At∣2\mathcal{H}_{t}(S_{t},a)-\mathcal{H}_{t}(S_{t},A_{t})\ge r_{0}|a-A_{t}|^{2} for all tt and all a∈Aa\in\mathcal{A}, so that the conclusions of the first-order expansion lemma requiring (H1) are available under (JC) as well.

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