Kenneth ChengMathematical modeling

Editorial project overview

Sequential Nonlinear Model Discrimination

Which forcing experiments most efficiently distinguish competing nonlinear mechanisms?

Reproducible studyUpdated 28 Jul 2026
Technical figure from Sequential Nonlinear Model Discrimination
A reviewed research figure synchronized from the private technical workspace. The original aspect ratio and labels are preserved.

Editorial overview

The adaptive strategy chooses experiments for predictive separation, not response magnitude. Read Ask the Oscillator the Experiment That Separates Its Models.

Key findings

  • Adaptive design reaches 100% accuracy and Brier 0.00287.
  • Fixed design reaches 96.19% and Brier 0.0509.

Limitations

  • Posterior probabilities are conditional on three candidate families.
  • No real oscillator is identified.

Technical record

Detailed source, calculations, generated figures, and reproduction instructions are maintained in a private technical workspace. Public articles contain only manually reviewed interpretation and approved figures.

Version history

2026-07-28 — Curated overview reviewed against repository evidence.