TheoremBase

Proof

Throughout, c=(σ,γ)c=(\sigma,\gamma) denotes a label, sums over cc run over L\mathcal{L}, and we fix a label cc whenever a single clock is discussed. We first record some preliminaries.

(P1) Vectors. ∣vc∣=2|v_c|=\sqrt{2}: vc=δγ−δσv_c=\delta_\gamma-\delta_\sigma with γ≠σ\gamma\neq\sigma has two coordinates equal to ±1\pm1 and the others 00, so ∣vc∣2=2|v_c|^{2}=2 by claim 1 of Properties of the Euclidean Norm on Rn\mathbb{R}^n: Square, Distance, Vanishing, Coordinate Bounds, Homogeneity, Triangle Inequalities and Expansion of a Square. Hence ∣vc⋅y∣≤2 ∣y∣|v_c\cdot y|\le\sqrt{2}\,|y| for y∈Rly\in\mathbb{R}^l by The Cauchy-Schwarz Inequality on Rn\mathbb{R}^n; in particular ∣vc⋅λs∣≤2 Λ|v_c\cdot\lambda_s|\le\sqrt{2}\,\Lambda for all ss. For vectors y1,…,yk∈Rly_1,\dots,y_k\in\mathbb{R}^l and reals a1,…,aka_1,\dots,a_k, ∣∑iaiyi∣≤∑i∣ai∣ ∣yi∣|\sum_ia_iy_i|\le\sum_i|a_i|\,|y_i| by induction from claims 6 and 5 of Properties of the Euclidean Norm on Rn\mathbb{R}^n: Square, Distance, Vanishing, Coordinate Bounds, Homogeneity, Triangle Inequalities and Expansion of a Square. Also the coordinates of vc=δγ−δσv_c=\delta_\gamma-\delta_\sigma are vci=1{i=γ}−1{i=σ}v_c^{i}=\mathbf{1}\{i=\gamma\}-\mathbf{1}\{i=\sigma\}, by the difference of points in Difference, Dot Product, and Orthogonality in Rn\mathbb{R}^n, and hence vc⋅y=yγ−yσv_c\cdot y=y^{\gamma}-y^{\sigma} by the dot product of that definition; the dot product is bilinear by its defining formula, so in particular y⋅(vc(vc⋅y))=(vc⋅y)2y\cdot(v_c(v_c\cdot y))=(v_c\cdot y)^{2}.

(P2) Integrals. Every interval contained in [0,T][0,T] is a Borel set by Borel Sigma-Algebra on the Real Line and, being a subset of [0,T][0,T], belongs to B[0,T]={S∩[0,T]:S∈B(R)}\mathcal{B}_{[0,T]}=\{S\cap[0,T]:S\in\mathcal{B}(\mathbb{R})\} (claim 1 of Restricted Lebesgue Measure and Integral Toolkit on a Compact Interval, which also makes ([0,T],B[0,T],Leb)([0,T],\mathcal{B}_{[0,T]},\mathrm{Leb}) a measure space); Leb([0,t])=t\mathrm{Leb}([0,t])=t and Leb({u})=Leb([u,u])=0\mathrm{Leb}(\{u\})=\mathrm{Leb}([u,u])=0 for 0≤t≤T0\le t\le T and u∈[0,T]u\in[0,T] by claim 4 of Existence of Lebesgue Measure on the Real Line (with a=b=ua=b=u for the singleton). If ff is bounded and measurable, ∣f∣≤M|f|\le M, and J∈B[0,T]J\in\mathcal{B}_{[0,T]}, then 1Jf\mathbf{1}_{J}f is measurable (claims 1 and 3 of Arithmetic, Absolute Values, and Pointwise Limits of Measurable Real-Valued Functions) and integrable, since ∫[0,T]∣1Jf∣ dLeb≤∫[0,T]M1J dLeb=M Leb(J)≤M Leb([0,T])=MT<∞\int_{[0,T]}|\mathbf{1}_{J}f|\,d\mathrm{Leb}\le\int_{[0,T]}M\mathbf{1}_{J}\,d\mathrm{Leb}=M\,\mathrm{Leb}(J)\le M\,\mathrm{Leb}([0,T])=MT<\infty by monotonicity (applied also to 1J≤1[0,T]\mathbf{1}_{J}\le\mathbf{1}_{[0,T]}), the integral of the simple function M1JM\mathbf{1}_{J} being M Leb(J)M\,\mathrm{Leb}(J) by Simple Function and Its Integral and the agreement of the two notions of integral for nonnegative simple functions stated in Lebesgue Integral of a Nonnegative Measurable Function. For nonnegative bounded measurable ff the integral of a nonnegative function and the integral of an integrable function agree, since f+=ff^{+}=f and f−=0f^{-}=0 in Integrable Function and the Lebesgue Integral; we use both notions interchangeably for such ff. Moreover ∣∫Jf(s) ds∣≤∫J∣f(s)∣ ds≤M Leb(J)|\int_{J}f(s)\,ds|\le\int_{J}|f(s)|\,ds\le M\,\mathrm{Leb}(J) (monotonicity applied to ±1Jf≤1J∣f∣\pm\mathbf{1}_{J}f\le\mathbf{1}_{J}|f|). Linearity of the integral gives additivity: if J,J′∈B[0,T]J,J'\in\mathcal{B}_{[0,T]} are disjoint then 1J∪J′=1J+1J′\mathbf{1}_{J\cup J'}=\mathbf{1}_{J}+\mathbf{1}_{J'} and ∫J∪J′f=∫Jf+∫J′f\int_{J\cup J'}f=\int_{J}f+\int_{J'}f, and similarly for finitely many pairwise disjoint sets. For maps gg into Rl\mathbb{R}^l with bounded measurable components, ∣∫[0,T]g(s) ds∣≤∫[0,T]∣g(s)∣ ds|\int_{[0,T]}g(s)\,ds|\le\int_{[0,T]}|g(s)|\,ds by Norm Bound for a Vector-Valued Lebesgue Integral over a Compact Interval.

(P3) The clocks. Fix cc. For 0≤t≤t′≤T0\le t\le t'\le T one has 0≤1[0,t]ϕc≤1[0,t′]ϕc≤B0\le\mathbf{1}_{[0,t]}\phi_c\le\mathbf{1}_{[0,t']}\phi_c\le B pointwise, so by monotonicity 0≤Cˉtc≤Cˉt′c0\le\bar{\mathsf{C}}^{c}_t\le\bar{\mathsf{C}}^{c}_{t'} and Cˉt′c≤NB Leb([0,t′])≤NBT≤R\bar{\mathsf{C}}^{c}_{t'}\le NB\,\mathrm{Leb}([0,t'])\le NBT\le R. For 0≤s1≤s2≤T0\le s_1\le s_2\le T, additivity with [0,s2]=[0,s1]∪(s1,s2][0,s_2]=[0,s_1]\cup(s_1,s_2] and Leb({s1})=0\mathrm{Leb}(\{s_1\})=0 give

N∫[s1,s2]ϕc(s) ds=N∫(s1,s2]ϕc(s) ds=Cˉs2c−Cˉs1c.N\int_{[s_1,s_2]}\phi_c(s)\,ds=N\int_{(s_1,s_2]}\phi_c(s)\,ds=\bar{\mathsf{C}}^{c}_{s_2}-\bar{\mathsf{C}}^{c}_{s_1}.

For reals r1\ler2r_1\ler_2 the set {s∈[0,T]:r1≤Cˉsc\ler2}\{s\in[0,T]:r_1\le\bar{\mathsf{C}}^{c}_s\ler_2\} is an interval: if s1≤s≤s2s_1\le s\le s_2 with s1,s2s_1,s_2 in the set, then r1≤Cˉs1c≤Cˉsc≤Cˉs2c\ler2r_1\le\bar{\mathsf{C}}^{c}_{s_1}\le\bar{\mathsf{C}}^{c}_s\le\bar{\mathsf{C}}^{c}_{s_2}\ler_2. The same argument shows that the preimage under s↦Cˉscs\mapsto\bar{\mathsf{C}}^{c}_s of any interval is an interval, hence belongs to B[0,T]\mathcal{B}_{[0,T]} by (P2).

(M) Increment bound. Let J∈B[0,T]J\in\mathcal{B}_{[0,T]} and let r1\ler2r_1\ler_2 be reals with Cˉsc∈[r1,r2]\bar{\mathsf{C}}^{c}_s\in[r_1,r_2] for every s∈Js\in J. Then N∫Jϕc(s) ds\ler2−r1N\int_{J}\phi_c(s)\,ds\ler_2-r_1. Indeed, J⊆J′={s∈[0,T]:r1≤Cˉsc\ler2}J\subseteq J'=\{s\in[0,T]:r_1\le\bar{\mathsf{C}}^{c}_s\ler_2\}, an interval in B[0,T]\mathcal{B}_{[0,T]} by (P3), and 1Jϕc≤1J′ϕc\mathbf{1}_{J}\phi_c\le\mathbf{1}_{J'}\phi_c, so it suffices to bound N∫J′ϕcN\int_{J'}\phi_c. If J′J' is empty the integral is 00. Otherwise J′J' is a nonempty subset of [0,T][0,T], so it has a least upper bound vv and (applying the same to {−s:s∈J′}\{-s:s\in J'\}) a greatest lower bound uu, both in [0,T][0,T], by the completeness of the real numbers; thus J′⊆[u,v]J'\subseteq[u,v] and, J′J' being an interval, (u,v)⊆J′(u,v)\subseteq J' (for u<s<vu<s<v there are points of J′J' below and above ss). For s1≤s2s_1\le s_2 in J′J', (P3) gives N∫[s1,s2]ϕc=Cˉs2c−Cˉs1c\ler2−r1N\int_{[s_1,s_2]}\phi_c=\bar{\mathsf{C}}^{c}_{s_2}-\bar{\mathsf{C}}^{c}_{s_1}\ler_2-r_1. If u=vu=v then J′⊆{u}J'\subseteq\{u\} and N∫J′ϕc≤NB Leb({u})=0N\int_{J'}\phi_c\le NB\,\mathrm{Leb}(\{u\})=0. If u<vu<v, put s1n=u+(v−u)/(n+1)s^{n}_1=u+(v-u)/(n+1) and s2n=v−(v−u)/(n+1)s^{n}_2=v-(v-u)/(n+1) for natural numbers n≥1n\ge1; then u<s1n≤s2n<vu<s^{n}_1\le s^{n}_2<v, so [s1n,s2n]⊆J′[s^{n}_1,s^{n}_2]\subseteq J' and N∫[s1n,s2n]ϕc\ler2−r1N\int_{[s^{n}_1,s^{n}_2]}\phi_c\ler_2-r_1. The functions fn=1[s1n,s2n]ϕcf_n=\mathbf{1}_{[s^{n}_1,s^{n}_2]}\phi_c (n∈Nn\in\mathbb{N}) are nonnegative and measurable on the measure space ([0,T],B[0,T],Leb)([0,T],\mathcal{B}_{[0,T]},\mathrm{Leb}), nondecreasing in nn (the intervals increase), and sup⁡nfn=1(u,v)ϕc\sup_nf_n=\mathbf{1}_{(u,v)}\phi_c pointwise (every s∈(u,v)s\in(u,v) lies in [s1n,s2n][s^{n}_1,s^{n}_2] for all large nn), so by the monotone convergence theorem N∫(u,v)ϕc=lim⁡nN∫fn dLeb\ler2−r1N\int_{(u,v)}\phi_c=\lim_nN\int f_n\,d\mathrm{Leb}\ler_2-r_1, limits preserving non-strict inequalities by claim 1 of Order Properties of Limits of Real Sequences. Finally J′⊆(u,v)∪{u}∪{v}J'\subseteq(u,v)\cup\{u\}\cup\{v\}, and the two singletons contribute at most NB Leb({u})+NB Leb({v})=0NB\,\mathrm{Leb}(\{u\})+NB\,\mathrm{Leb}(\{v\})=0 by (P2) and monotonicity, so N∫J′ϕc≤N∫(u,v)ϕc\ler2−r1N\int_{J'}\phi_c\le N\int_{(u,v)}\phi_c\ler_2-r_1.

Step 1 (Claim 1). Fix Σ∈Δl\Sigma\in\Delta^l, α∈A\alpha\in\mathcal{A} and y∈Rly\in\mathbb{R}^l, and abbreviate β(σ,γ)=β(σ,γ,Σ,α)\beta(\sigma,\gamma)=\beta(\sigma,\gamma,\Sigma,\alpha). By (P1), the γ\gamma-th coordinate of ∑cvc(vc⋅y)Σσβ(σ,γ′)\sum_cv_c(v_c\cdot y)\Sigma^{\sigma}\beta(\sigma,\gamma') (labels written c=(σ,γ′)c=(\sigma,\gamma')) equals

∑σ≠γ(yγ−yσ) Σσβ(σ,γ) − ∑γ′≠γ(yγ′−yγ) Σγβ(γ,γ′)=yγ∑δ≠γ(Σδβ(δ,γ)+Σγβ(γ,δ))+∑δ≠γyδ(−Σγβ(γ,δ)−Σδβ(δ,γ)),\sum_{\sigma\neq\gamma}(y^{\gamma}-y^{\sigma})\,\Sigma^{\sigma}\beta(\sigma,\gamma)\ -\ \sum_{\gamma'\neq\gamma}(y^{\gamma'}-y^{\gamma})\,\Sigma^{\gamma}\beta(\gamma,\gamma')=y^{\gamma}\sum_{\delta\neq\gamma}\bigl(\Sigma^{\delta}\beta(\delta,\gamma)+\Sigma^{\gamma}\beta(\gamma,\delta)\bigr)+\sum_{\delta\neq\gamma}y^{\delta}\bigl(-\Sigma^{\gamma}\beta(\gamma,\delta)-\Sigma^{\delta}\beta(\delta,\gamma)\bigr),

the first sum collecting the labels with γ′=γ\gamma'=\gamma (contributing +1+1 to vcγv_c^{\gamma}) and the second those with σ=γ\sigma=\gamma (contributing −1-1); the right-hand side is Θγγ(Σ,α)yγ+∑δ≠γΘγδ(Σ,α)yδ\Theta^{\gamma\gamma}(\Sigma,\alpha)y^{\gamma}+\sum_{\delta\neq\gamma}\Theta^{\gamma\delta}(\Sigma,\alpha)y^{\delta} by the entries of Aggregate Fluctuation Covariance, which is the γ\gamma-th coordinate of Θ(Σ,α)y\Theta(\Sigma,\alpha)y by the definition of the matrix-vector product. This proves the first identity; taking the dot product with yy and using y⋅(vc(vc⋅y))=(vc⋅y)2y\cdot(v_c(v_c\cdot y))=(v_c\cdot y)^{2} from (P1) termwise gives the second.

Step 2 (Claim 2). Fix cc. Monotonicity and the bounds on Cˉc\bar{\mathsf{C}}^{c} are (P3). Since Cˉsc≥0\bar{\mathsf{C}}^{c}_s\ge0, Jˉc,1\bar{J}_{c,1} is the preimage of [0,b1c][0,b^{c}_1] and Jˉc,j\bar{J}_{c,j} that of Ic,jI_{c,j}, so each time cell is an interval in B[0,T]\mathcal{B}_{[0,T]} by (P3). The sets [0,b1c][0,b^{c}_1] and Ic,jI_{c,j} (2≤j≤Jc2\le j\le J_c) are pairwise disjoint with union [0,R][0,R], and Cˉsc∈[0,R]\bar{\mathsf{C}}^{c}_s\in[0,R] for every ss, so the time cells are pairwise disjoint with union [0,T][0,T]. The bound N∫Jˉc,jϕc≤μc,jN\int_{\bar{J}_{c,j}}\phi_c\le\mu_{c,j} is (M) with [r1,r2]=[bj−1c,bjc][r_1,r_2]=[b^{c}_{j-1},b^{c}_j] (for j=1j=1, [0,b1c][0,b^{c}_1]). The map s↦vc⋅λs=∑ivciλsis\mapsto v_c\cdot\lambda_s=\sum_iv_c^{i}\lambda^{i}_s is measurable by claim 2 of Arithmetic, Absolute Values, and Pointwise Limits of Measurable Real-Valued Functions and bounded by 2Λ\sqrt{2}\Lambda (P1); products with ϕc\phi_c, with itself and with indicators of time cells are bounded and measurable by claims 1 and 3 of that lemma; so all integrands are bounded and measurable and the integrals exist by (P2). By (P2), (P1) and (M),

∣wc,j∣≤Nm∫Jˉc,j∣vc⋅λs∣ ϕc(s) ds≤2Λm N∫Jˉc,jϕc(s) ds≤2 Λ μc,jm,|w_{c,j}|\le\frac{N}{\mathsf{m}}\int_{\bar{J}_{c,j}}|v_c\cdot\lambda_s|\,\phi_c(s)\,ds\le\frac{\sqrt{2}\Lambda}{\mathsf{m}}\,N\int_{\bar{J}_{c,j}}\phi_c(s)\,ds\le\frac{\sqrt{2}\,\Lambda\,\mu_{c,j}}{\mathsf{m}},

and summing, ∑q∣wq∣≤2Λm∑c∑j=1Jcμc,j=2Λm∑c(bJcc−b0c)=2 Λ l(l−1)Rm\sum_q|w_q|\le\frac{\sqrt{2}\Lambda}{\mathsf{m}}\sum_c\sum_{j=1}^{J_c}\mu_{c,j}=\frac{\sqrt{2}\Lambda}{\mathsf{m}}\sum_c(b^{c}_{J_c}-b^{c}_0)=\frac{\sqrt{2}\,\Lambda\,l(l-1)R}{\mathsf{m}}. For Fˉt\bar{F}_t, the integrand gs=1[0,t](s)∑cvc(vc⋅λs)ϕc(s)g_s=\mathbf{1}_{[0,t]}(s)\sum_cv_c(v_c\cdot\lambda_s)\phi_c(s) satisfies ∣gs∣≤∑c2⋅2ΛB=2ΛB l(l−1)|g_s|\le\sum_c\sqrt{2}\cdot\sqrt{2}\Lambda B=2\Lambda B\,l(l-1) by (P1), so ∣Fˉt∣≤2ΛB l(l−1) Leb([0,T])|\bar{F}_t|\le2\Lambda B\,l(l-1)\,\mathrm{Leb}([0,T]) by (P2). The integrand of P\mathcal{P} is nonnegative and at most ∑c2Λ2B=2Λ2B l(l−1)\sum_c2\Lambda^{2}B=2\Lambda^{2}B\,l(l-1), whence the bounds on P\mathcal{P}.

Step 3 (Claim 3). Fix q=(c,j)∈Lq=(c,j)\in\mathsf{L}. Apply claim 1 of Weighted Cauchy-Schwarz Inequality on a Measure Space and the Symmetrised Score Functional: Bounds and Averaging on the measure space ([0,T],B[0,T],Leb)([0,T],\mathcal{B}_{[0,T]},\mathrm{Leb}) (claim 1 of Restricted Lebesgue Measure and Integral Toolkit on a Compact Interval) to βCS=1Jˉqϕc\beta_{\mathrm{CS}}=\mathbf{1}_{\bar{J}_q}\phi_c, which is measurable with values in [0,∞)[0,\infty) and ∫βCS dLeb≤BT<∞\int\beta_{\mathrm{CS}}\,d\mathrm{Leb}\le BT<\infty, and to αCS=1Jˉq(vc⋅λ)ϕc\alpha_{\mathrm{CS}}=\mathbf{1}_{\bar{J}_q}(v_c\cdot\lambda)\phi_c, which is measurable (Step 2) and vanishes wherever βCS\beta_{\mathrm{CS}} does. The function qCSq_{\mathrm{CS}} of that claim (equal to αCS2/βCS\alpha_{\mathrm{CS}}^{2}/\beta_{\mathrm{CS}} where βCS>0\beta_{\mathrm{CS}}>0 and to 00 elsewhere) is 1Jˉq(vc⋅λ)2ϕc\mathbf{1}_{\bar{J}_q}(v_c\cdot\lambda)^{2}\phi_c at every point: where βCS>0\beta_{\mathrm{CS}}>0 this is αCS2/βCS\alpha_{\mathrm{CS}}^{2}/\beta_{\mathrm{CS}}, and where βCS=0\beta_{\mathrm{CS}}=0 both vanish. Its integral is at most 2Λ2BT<∞2\Lambda^{2}BT<\infty. The claim yields

(mNwq)2=(∫Jˉq(vc⋅λs)ϕc(s) ds)2≤(∫Jˉqϕc(s) ds)(∫Jˉq(vc⋅λs)2ϕc(s) ds)≤μqN∫Jˉq(vc⋅λs)2ϕc(s) ds,\Bigl(\frac{\mathsf{m}}{N}w_q\Bigr)^{2}=\Bigl(\int_{\bar{J}_q}(v_c\cdot\lambda_s)\phi_c(s)\,ds\Bigr)^{2}\le\Bigl(\int_{\bar{J}_q}\phi_c(s)\,ds\Bigr)\Bigl(\int_{\bar{J}_q}(v_c\cdot\lambda_s)^{2}\phi_c(s)\,ds\Bigr)\le\frac{\mu_q}{N}\int_{\bar{J}_q}(v_c\cdot\lambda_s)^{2}\phi_c(s)\,ds ,

the last step by claim 2. Multiplying by N2hq/m2N^{2}\mathsf{h}_q/\mathsf{m}^{2} and using μqhq≤κm2\mu_q\mathsf{h}_q\le\kappa\mathsf{m}^{2},

wq2hq≤N μq hqm2∫Jˉq(vc⋅λs)2ϕc(s) ds≤κN∫Jˉq(vc⋅λs)2ϕc(s) ds.w_q^{2}\mathsf{h}_q\le\frac{N\,\mu_q\,\mathsf{h}_q}{\mathsf{m}^{2}}\int_{\bar{J}_q}(v_c\cdot\lambda_s)^{2}\phi_c(s)\,ds\le\kappa N\int_{\bar{J}_q}(v_c\cdot\lambda_s)^{2}\phi_c(s)\,ds .

Summing over jj for fixed cc and using additivity over the partition of [0,T][0,T] into time cells (claim 2), then summing over cc, gives ∑qwq2hq≤κN∑c∫[0,T](vc⋅λs)2ϕc(s) ds=κNP\sum_qw_q^{2}\mathsf{h}_q\le\kappa N\sum_c\int_{[0,T]}(v_c\cdot\lambda_s)^{2}\phi_c(s)\,ds=\kappa N\mathcal{P} by linearity.

Step 4 (Claim 4). Fix t∈[0,T]t\in[0,T], the family x=(xc)cx=(x_c)_c, and a label cc; write ξ=xc\xi=x_c and xˉ=Cˉtc∈[0,R]\bar{x}=\bar{\mathsf{C}}^{c}_t\in[0,R], drop the superscript cc from bjcb^{c}_j, and put

Sc(z)=∑j=1Jcwc,j nc,j(z),Wc(z)=m∑j: 1≤j≤Jc, bj≤zwc,j(z∈[0,R]).\mathsf{S}_c(z)=\sum_{j=1}^{J_c}w_{c,j}\,n_{c,j}(z),\qquad \mathsf{W}_c(z)=\mathsf{m}\sum_{j:\,1\le j\le J_c,\ b_j\le z}w_{c,j}\qquad(z\in[0,R]).

(i) Straddling cell. For jj with bj≤ξb_j\le\xi one has nc,j(ξ)=mn_{c,j}(\xi)=\mathsf{m}, and for jj with bj−1≥ξb_{j-1}\ge\xi one has nc,j(ξ)=0n_{c,j}(\xi)=0; the remaining indices satisfy bj−1<ξ<bjb_{j-1}<\xi<b_j, i.e. ξ\xi lies in the open interval (bj−1,bj)(b_{j-1},b_j), and since these open intervals are pairwise disjoint there is at most one such jj. Hence Sc(ξ)−Wc(ξ)\mathsf{S}_c(\xi)-\mathsf{W}_c(\xi) is either 00 or wc,jnc,j(ξ)w_{c,j}n_{c,j}(\xi) for that single jj, so ∣Sc(ξ)−Wc(ξ)∣≤mmax⁡j∣wc,j∣≤2Λμmax⁡|\mathsf{S}_c(\xi)-\mathsf{W}_c(\xi)|\le\mathsf{m}\max_j|w_{c,j}|\le\sqrt{2}\Lambda\mu_{\max} by claim 2.

(ii) Realized versus mean-field clock. We claim ∣Wc(ξ)−Wc(xˉ)∣≤2Λ(∣ξ−xˉ∣+μmax⁡)|\mathsf{W}_c(\xi)-\mathsf{W}_c(\bar{x})|\le\sqrt{2}\Lambda(|\xi-\bar{x}|+\mu_{\max}). By symmetry of the assertion in ξ\xi and xˉ\bar{x} we may assume ξ≤xˉ\xi\le\bar{x}; then Wc(xˉ)−Wc(ξ)=m∑j: ξ<bj≤xˉwc,j\mathsf{W}_c(\bar{x})-\mathsf{W}_c(\xi)=\mathsf{m}\sum_{j:\,\xi<b_j\le\bar{x}}w_{c,j}. If no jj satisfies ξ<bj≤xˉ\xi<b_j\le\bar{x} the difference is 00. Otherwise, since b1<⋯<bJcb_1<\dots<b_{J_c}, the indices jj with ξ<bj≤xˉ\xi<b_j\le\bar{x} form a set of consecutive integers {j1,…,j2}\{j_1,\dots,j_2\}, and ∑j=j1j2μc,j=bj2−bj1−1≤xˉ−(bj1−μc,j1)≤xˉ−ξ+μmax⁡\sum_{j=j_1}^{j_2}\mu_{c,j}=b_{j_2}-b_{j_1-1}\le\bar{x}-(b_{j_1}-\mu_{c,j_1})\le\bar{x}-\xi+\mu_{\max}, using bj2≤xˉb_{j_2}\le\bar{x} and bj1>ξb_{j_1}>\xi. By claim 2, m∑j=j1j2∣wc,j∣≤2Λ∑j=j1j2μc,j≤2Λ(xˉ−ξ+μmax⁡)\mathsf{m}\sum_{j=j_1}^{j_2}|w_{c,j}|\le\sqrt{2}\Lambda\sum_{j=j_1}^{j_2}\mu_{c,j}\le\sqrt{2}\Lambda(\bar{x}-\xi+\mu_{\max}).

(iii) Mean-field clock versus profile injection. We claim ∣Wc(xˉ)−N∫[0,t](vc⋅λs)ϕc(s) ds∣≤2Λμmax⁡\bigl|\mathsf{W}_c(\bar{x})-N\int_{[0,t]}(v_c\cdot\lambda_s)\phi_c(s)\,ds\bigr|\le\sqrt{2}\Lambda\mu_{\max}. Let j∗j^{*} be the largest j∈{0,…,Jc}j\in\{0,\dots,J_c\} with bj≤xˉb_j\le\bar{x} (it exists since b0=0≤xˉb_0=0\le\bar{x}). If j∗=0j^{*}=0 then Wc(xˉ)=0\mathsf{W}_c(\bar{x})=0 and xˉ<b1\bar{x}<b_1; for s∈[0,t]s\in[0,t] one has Cˉsc∈[0,xˉ]\bar{\mathsf{C}}^{c}_s\in[0,\bar{x}] by (P3), so by (P1), (P2) and (M), N∣∫[0,t](vc⋅λs)ϕc(s) ds∣≤2Λ N∫[0,t]ϕc(s) ds≤2Λxˉ≤2Λb1=2Λμc,1≤2Λμmax⁡N\bigl|\int_{[0,t]}(v_c\cdot\lambda_s)\phi_c(s)\,ds\bigr|\le\sqrt{2}\Lambda\,N\int_{[0,t]}\phi_c(s)\,ds\le\sqrt{2}\Lambda\bar{x}\le\sqrt{2}\Lambda b_1=\sqrt{2}\Lambda\mu_{c,1}\le\sqrt{2}\Lambda\mu_{\max}. If j∗≥1j^{*}\ge1, then by the definition of the weights and additivity over the pairwise disjoint time cells,

Wc(xˉ)=m∑j=1j∗wc,j=N∫Jˉ∗(vc⋅λs)ϕc(s) ds,Jˉ∗=⋃j=1j∗Jˉc,j={s∈[0,T]:Cˉsc≤bj∗},\mathsf{W}_c(\bar{x})=\mathsf{m}\sum_{j=1}^{j^{*}}w_{c,j}=N\int_{\bar{J}^{*}}(v_c\cdot\lambda_s)\phi_c(s)\,ds,\qquad \bar{J}^{*}=\bigcup_{j=1}^{j^{*}}\bar{J}_{c,j}=\{s\in[0,T]:\bar{\mathsf{C}}^{c}_s\le b_{j^{*}}\},

the last equality because [0,b1]∪Ic,2∪⋯∪Ic,j∗=[0,bj∗][0,b_1]\cup I_{c,2}\cup\dots\cup I_{c,j^{*}}=[0,b_{j^{*}}] and Cˉc≥0\bar{\mathsf{C}}^{c}\ge0. Since ∣1Jˉ∗−1[0,t]∣=1[0,t]∖Jˉ∗+1Jˉ∗∖[0,t]|\mathbf{1}_{\bar{J}^{*}}-\mathbf{1}_{[0,t]}|=\mathbf{1}_{[0,t]\setminus\bar{J}^{*}}+\mathbf{1}_{\bar{J}^{*}\setminus[0,t]}, linearity, (P2) and (P1) give

∣Wc(xˉ)−N∫[0,t](vc⋅λs)ϕc(s) ds∣≤2Λ(N∫[0,t]∖Jˉ∗ϕc(s) ds+N∫Jˉ∗∖[0,t]ϕc(s) ds),\Bigl|\mathsf{W}_c(\bar{x})-N\int_{[0,t]}(v_c\cdot\lambda_s)\phi_c(s)\,ds\Bigr|\le\sqrt{2}\Lambda\Bigl(N\int_{[0,t]\setminus\bar{J}^{*}}\phi_c(s)\,ds+N\int_{\bar{J}^{*}\setminus[0,t]}\phi_c(s)\,ds\Bigr),

both sets belonging to B[0,T]\mathcal{B}_{[0,T]}. On [0,t]∖Jˉ∗[0,t]\setminus\bar{J}^{*} one has bj∗<Cˉsc≤Cˉtc=xˉb_{j^{*}}<\bar{\mathsf{C}}^{c}_s\le\bar{\mathsf{C}}^{c}_t=\bar{x} by (P3), so (M) with [r1,r2]=[bj∗,xˉ][r_1,r_2]=[b_{j^{*}},\bar{x}] bounds the first term by xˉ−bj∗\bar{x}-b_{j^{*}}; if j∗<Jcj^{*}<J_c this is less than bj∗+1−bj∗≤μmax⁡b_{j^{*}+1}-b_{j^{*}}\le\mu_{\max} by maximality of j∗j^{*}, and if j∗=Jcj^{*}=J_c then R=bJc≤xˉ≤RR=b_{J_c}\le\bar{x}\le R forces xˉ−bj∗=0\bar{x}-b_{j^{*}}=0. On Jˉ∗∖[0,t]\bar{J}^{*}\setminus[0,t] one has s>ts>t, hence xˉ=Cˉtc≤Cˉsc≤bj∗≤xˉ\bar{x}=\bar{\mathsf{C}}^{c}_t\le\bar{\mathsf{C}}^{c}_s\le b_{j^{*}}\le\bar{x}, so Cˉsc=xˉ\bar{\mathsf{C}}^{c}_s=\bar{x} there and (M) with [r1,r2]=[xˉ,xˉ][r_1,r_2]=[\bar{x},\bar{x}] shows the second term is 00. Thus the claim of (iii) holds in all cases.

Assembly. By (i), (ii), (iii) (recall ξ=xc\xi=x_c) and the triangle inequality for absolute values,

∣1NSc(xc)−∫[0,t](vc⋅λs)ϕc(s) ds∣≤2ΛN(μmax⁡+∣xc−Cˉtc∣+μmax⁡+μmax⁡)=2ΛN(∣xc−Cˉtc∣+3μmax⁡).\Bigl|\frac{1}{N}\mathsf{S}_c(x_c)-\int_{[0,t]}(v_c\cdot\lambda_s)\phi_c(s)\,ds\Bigr|\le\frac{\sqrt{2}\Lambda}{N}\bigl(\mu_{\max}+|x_c-\bar{\mathsf{C}}^{c}_t|+\mu_{\max}+\mu_{\max}\bigr)=\frac{\sqrt{2}\Lambda}{N}\bigl(|x_c-\bar{\mathsf{C}}^{c}_t|+3\mu_{\max}\bigr).

By componentwise linearity of the integral, Fˉt=∑cvc∫[0,t](vc⋅λs)ϕc(s) ds\bar{F}_t=\sum_cv_c\int_{[0,t]}(v_c\cdot\lambda_s)\phi_c(s)\,ds, so

1N∑cvc Sc(xc)−Fˉt=∑cvc(1NSc(xc)−∫[0,t](vc⋅λs)ϕc(s) ds),\frac{1}{N}\sum_cv_c\,\mathsf{S}_c(x_c)-\bar{F}_t=\sum_cv_c\Bigl(\frac{1}{N}\mathsf{S}_c(x_c)-\int_{[0,t]}(v_c\cdot\lambda_s)\phi_c(s)\,ds\Bigr),

and the triangle inequality of (P1) with ∣vc∣=2|v_c|=\sqrt{2} gives the bound 2ΛN∑c(∣xc−Cˉtc∣+3μmax⁡)\frac{2\Lambda}{N}\sum_c(|x_c-\bar{\mathsf{C}}^{c}_t|+3\mu_{\max}) of claim 4.

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