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2102.04526

Data-Driven Inference of High-Accuracy Isostable-Based Dynamical Models in Response to External Inputs

Dan Wilson

correctmedium confidence
Category
math.DS
Journal tier
Specialist/Solid
Processed
Sep 28, 2025, 12:55 AM

Audit review

The paper’s Appendix B proves by induction that the steady-state jth-order isostable component under u(t)=ε sin(ωt) is a finite Fourier series with harmonics up to jω and gives the frequency-by-frequency response formula (B6). The candidate solution follows the same inductive structure: expand In,A(ψ), collect O(εj), show the forcing’s harmonics are bounded by j via product-to-sum, and solve the linear ODE harmonic-by-harmonic, yielding the same filter (ikω−λn)^{-1}. Minor discrepancies are present: the paper explicitly allows a DC (k=0) term (e.g., at second order), whereas the candidate at one point asserts a mean-zero normalization “used in the paper.” This does not affect the main claim about the maximum harmonic and the recursion, which matches the paper’s B6.

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} specialist/solid

\textbf{Justification:}

The candidate reproduces the paper’s Appendix B argument for harmonic content essentially verbatim: an induction using product-to-sum identities and linear frequency response. The result and the coefficient recursion agree with the paper’s (B6). Minor corrections are needed regarding treatment of DC terms and a misleading remark about a mean-zero normalization, but these do not undermine the core result.