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2208.08529

Solving nonlinear ordinary differential equations using the invariant manifolds and Koopman eigenfunctions

Megan Morrison, J. Nathan Kutz

correcthigh confidence
Category
Not specified
Journal tier
Specialist/Solid
Processed
Sep 28, 2025, 12:56 AM

Audit review

The paper’s Theorem 2 states exactly the claim under review: for invariant-manifold generators Mi with d/dt Mi = Mi Ni, the product ϕ = ∏i Mi^{pi} is a Koopman eigenfunction if and only if the weighted sum ∑i pi Ni is a constant λ; the proof differentiates ϕ and obtains dϕ/dt = (∑i pi Ni) ϕ, which yields the eigenfunction relation when the sum is constant . The candidate solution reproduces the same product/chain-rule derivation and explicitly gives both directions (including the converse) while carefully stating domain conditions (branches, zeros) that the paper glosses over. Minor gaps in the paper’s exposition include not explicitly writing the “only if” direction and not stating domain/branch assumptions for complex exponents, but these do not alter correctness of the main claim; the model’s write-up supplies these details. Background definitions used (Koopman eigenfunction, invariant-manifold generators M, N) align with the paper’s setup .

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} specialist/solid

\textbf{Justification:}

The central theorem connecting invariant-manifold generators and Koopman eigenfunctions is correct and practically useful. The algebraic derivation is transparent, and the examples are compelling. However, the exposition omits routine but important analytic caveats (domains/branches for complex powers, behavior at zeros) and does not explicitly write the converse in the stated equivalences. These are minor fixes that would sharpen the paper’s rigor without altering its contributions.