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2208.03390

Quantum Mechanics for Closure of Dynamical Systems

David C. Freeman, Dimitrios Giannakis, Joanna Slawinska

correctmedium confidence
Category
Not specified
Journal tier
Strong Field
Processed
Sep 28, 2025, 12:56 AM

Audit review

The paper explicitly proves the positivity of the compression map ΠL on operator algebras and the induced positivity of projected multiplication operators πL, and it establishes large-data consistency of matrix elements and operators via spectral approximation of kernel integral operators and ergodic averages. The candidate solution reproduces these arguments at essentially the same level: (i) a direct quadratic-form proof that ΠL preserves positivity and thus tr(ρ πL f) ≥ 0 for f ≥ 0; (ii) convergence of Nyström eigenpairs and matrix elements ⟨φi,N, ÂN φj,N⟩N → ⟨φi, A φj⟩; and (iii) positivity preservation through the forecast/analysis cycle by composing positive maps and conditioning by effects. Minor differences are in presentation (the model supplies a standard operator-norm argument and multiplicity remarks), but there is no substantive conflict.

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} strong field

\textbf{Justification:}

The work is well-motivated, mathematically consistent, and addresses a practical challenge (positivity preservation) with a principled operator-theoretic construction. The data-driven consistency results are in line with established spectral approximation theory. Minor revisions to clarify notation and assumptions would further strengthen clarity.