2105.13459
Enhancing the performance of a bistable energy harvesting device via the cross-entropy method
Americo Cunha Jr
correctmedium confidence
- Category
- Not specified
- Journal tier
- Specialist/Solid
- Processed
- Sep 28, 2025, 12:56 AM
- arXiv Links
- Abstract ↗PDF ↗
Audit review
The paper fully specifies the dynamical model, objective, constraint, design domain, fixed parameters, initial conditions, and the noisy variant. In particular, it gives the IVP for the harvester, defines P, details the 0–1 test implementation with K taken as the median over multiple c values, sets the 2D search domain and fixed parameter values (ξ = 0.01, χ = 0.05, λ = 0.05, κ = 0.5) with initial conditions x0 = 1, ẋ0 = 0, v0 = 0, and describes the Gaussian-noise test (std 5% of max voltage amplitude). It also reports the reference maximizer and the CE-method approximations, and provides the 4D box used in the higher-dimensional experiment. The candidate outline is methodologically aligned (ODE, P, 0–1 test, domain, noise, and 4D box all match the paper), but it incorrectly claims that the fixed parameters and initial conditions were not provided and stops short of producing any numerical results. It also proposes an arbitrary feasibility threshold K_thr = 0.3 that is not aligned with the paper’s penalized formulation (ε = 0.1). Therefore, the paper is correct as stated, while the model’s submission is incomplete/incorrect on key facts it said were missing. Citations: IVP and meanings of parameters ; mean output power and time window ; 0–1 test definitions and implementation notes (K as the median over c, RK4) ; domain and fixed values used in Section 5 ; reference optimum (0.0999, 0.7786) with P = 0.0172 ; noisy case (5% amplitude, updated maps and maxima) ; 4D box D = [0.01, 0.05] × [0.05, 0.2] × [0.05, 0.2] × [0.5, 1.5] .
Referee report (LaTeX)
\textbf{Recommendation:} minor revisions
\textbf{Journal Tier:} specialist/solid
\textbf{Justification:}
A solid, carefully executed computational optimization study that blends the 0–1 test for chaos with the cross-entropy method and a simple penalty scheme. The modeling assumptions are standard for this harvester, the numerical protocol is clearly described, and the results are validated against dense-grid baselines, including a useful noisy-observation test and a higher-dimensional example. Minor additions to the numerical description would further improve reproducibility.