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2204.06321

A Case Study on Identifying Bifurcation and Chaos with CROCKER Plots

İsmail Güzel, Elizabeth Munch, Firas Khasawneh

correctmedium confidence
Category
math.DS
Journal tier
Specialist/Solid
Processed
Sep 28, 2025, 12:56 AM

Audit review

The paper specifies a concrete pipeline (Ripser-based Vietoris–Rips persistence, per-parameter d_max, N=100 ε samples, CROCKER matrices) and reports strong Pearson correlations between the L1 norm of Betti vectors and the maximum Lyapunov exponent for both Rössler and Lorenz, along with qualitative CROCKER features (e.g., a structural change near a≈0.41 and ρ≈92.5 vs ≈100), all documented in the Methods and Results sections . The candidate solution did not implement true VR persistent homology in H1 (using a 1-skeleton cyclomatic proxy) and, even for H0 where MST-based persistence is exact, produced correlations far from the paper’s values; the explanation offered (ε-normalization) does not reconcile with the paper’s per-parameter d_max protocol. Hence, the paper’s claims are supported by its stated method, while the model’s computations are methodologically inconsistent with the paper and numerically off.

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} specialist/solid

\textbf{Justification:}

A clear, bounded case study that convincingly demonstrates relationships between CROCKER plots and Lyapunov exponents on canonical chaotic systems. The methods are standard and results are well-aligned with expectations. To strengthen impact and reproducibility, the paper should include more numerical details and basic sensitivity analyses.