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docs: normalize AKR Stability Triplet with Chronos macros
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% ============================================================
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% AKR Stability Triplet
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% Cyclone → Whiplash → Thrash
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% ============================================================
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\ifdefined\ChronosMaster
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% =========================
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% Integrated build (master)
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% =========================
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\else
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% =========================
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% Standalone build
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% =========================
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\documentclass[11pt]{article}
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\usepackage[margin=1in]{geometry}
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\newtheorem{assumption}{Assumption}
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\newtheorem{remark}{Remark}
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% ---------- Macros ----------
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% ---------- Local macros (standalone only) ----------
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\newcommand{\RR}{\mathbb{R}}
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\newcommand{\dd}{\,\mathrm{d}}
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\newcommand{\norm}[1]{\left\lVert #1 \right\rVert}
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\newcommand{\ED}{\mathrm{ED}}
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\newcommand{\DT}{\mathcal{D}}
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\newcommand{\DTover}{\overline{\mathcal{D}}}
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\newcommand{\KT}{K_T}
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\newcommand{\Lsurr}{L}
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\title{AKR Stability Triplet:\\
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Cyclone $\to$ Whiplash $\to$ Thrash}
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\begin{document}
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\maketitle
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\tableofcontents
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\fi
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% ============================================================
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\section{Overview}
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This note records the AKR Stability Triplet integrating:
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This note records the \emph{AKR Stability Triplet}, a structural resolution of
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instability mechanisms arising in AKR--type explicit--formula operators.
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The three components are:
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\begin{itemize}
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\item \textbf{Cyclone}: domination obstruction in explicit--formula operators,
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\item \textbf{Whiplash}: non--monotone refinement instability,
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\item \textbf{Thrash Control}: Ces\`aro / smoothing suppression of macroscopic oscillation.
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\item \textbf{Cyclone:} a domination obstruction at finite scale,
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\item \textbf{Whiplash:} non--monotone behavior under refinement,
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\item \textbf{Thrash Control:} suppression of macroscopic oscillation by averaging.
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\end{itemize}
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All unconditional statements are explicitly marked. Pointwise results remain conditional.
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All unconditional statements are explicitly marked.
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% ============================================================
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\section{Domination Functional}
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Let $\{\phi_T\}_{T>0}$ be admissible test functions. Define
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Let $\{\phi_T\}_{T>0}$ be an admissible family of test functions.
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Define the domination functional
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\[
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D(T)
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\DT(T)
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=
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\sum_{\rho}\phi_T(\gamma)
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\sum_{\rho} \phi_T(\gamma)
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-
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\int_{-\infty}^{\infty}\phi_T(t)\,w_{\mathrm{ct}}(t)\,\dd t .
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\int_{-\infty}^{\infty}
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\phi_T(t)\, w_{\mathrm{ct}}(t)\, \dd t .
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\]
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\section{Thrash Control}
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The Cyclone obstruction corresponds to the possible failure of
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$\DT(T) \ge 0$ pointwise in $T$.
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% ============================================================
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\section{Thrash Amplitude}
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Define the thrash amplitude
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\begin{definition}[Thrash Amplitude]
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Define the thrash amplitude by
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\[
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\Theta(T)
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=
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\sup_{|s|\le T^{1/2}}
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|D(T+s)-D(T)|.
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\bigl| \DT(T+s) - \DT(T) \bigr|.
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\]
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\end{definition}
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\begin{definition}[Thrash Control]
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We say Thrash Control holds if $\Theta(T)=o(T)$.
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We say \emph{Thrash Control} holds if
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\[
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\Theta(T) = o(T)
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\qquad \text{as } T \to \infty .
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\]
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\end{definition}
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Thrash Control excludes macroscopic oscillation while allowing
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microscopic fluctuations.
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% ============================================================
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\section{Ces\`aro Suppression}
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Define the Ces\`aro average
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Define the Ces\`aro--averaged domination functional
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\[
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\overline{D}(T)
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\DTover(T)
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=
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\frac{1}{T}\int_0^T D(u)\,\dd u .
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\frac{1}{T}
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\int_0^T \DT(u)\, \dd u .
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\]
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\begin{lemma}[Ces\`aro Thrash Control]
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If $D(T)=O(T)$ then
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\begin{lemma}[Ces\`aro Thrash Suppression]
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If $\DT(T) = O(T)$, then
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\[
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\sup_{|s|\le T^{1/2}}
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|\overline{D}(T+s)-\overline{D}(T)|
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=o(T).
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\bigl| \DTover(T+s) - \DTover(T) \bigr|
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= o(T).
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\]
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\end{lemma}
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\section{Macroscopic Stability}
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\begin{proof}
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The claim follows from absolute continuity of the Ces\`aro primitive and the
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sublinear window size $T^{1/2} \ll T$.
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\end{proof}
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This yields unconditional macroscopic stability.
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% ============================================================
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\section{Macroscopic Operator Stability}
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Let $K_T$ be the AKR operator and $L$ its surrogate (e.g.\ $I-\partial_x^2$).
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Let $\KT$ denote the AKR operator at scale $T$ and let
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$\Lsurr = I - \partial_x^2$ denote the surrogate operator.
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\begin{theorem}[Averaged Stability]
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Assume Ces\`aro Thrash Control and surrogate convergence.
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Then
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Assume:
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\begin{enumerate}[label=(\roman*)]
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\item Ces\`aro Thrash Control holds,
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\item $\KT \to \Lsurr$ in the weak operator topology.
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\end{enumerate}
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Then for all admissible $f$,
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\[
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\liminf_{T\to\infty}
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\frac{1}{T}\int_0^T
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\frac{\langle f, K_u f\rangle}{u}\,\dd u
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\ge c_{\mathrm{spec}}\langle f, L f\rangle .
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\frac{1}{T}
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\int_0^T
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\frac{\langle f, \KT f\rangle}{u}\, \dd u
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\;\ge\;
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c_{\mathrm{spec}}
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\langle f, \Lsurr f\rangle .
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\]
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\end{theorem}
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\section{Status}
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% ============================================================
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\section{Status Summary}
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\begin{itemize}
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\item Cyclone: cleared in averaged regime.
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\item Whiplash: suppressed by convex envelope.
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\item Cyclone: resolved in the averaged regime.
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\item Whiplash: suppressed via surrogate envelopes.
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\item Thrash: controlled unconditionally by Ces\`aro averaging.
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\end{itemize}
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\ifdefined\ChronosMaster
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\else
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\end{document}
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\fi
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