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Hang Yin

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AUG 19, 2026 · PREPRINT

MorphoGP: A Nonparametric Framework for Predicting Equilibrium Beach Profiles Under Tidal Influence

arXiv

A machine-learning proof-of-concept on a single regional dataset (180 Chinese beach profiles) with no clinical or translational validation, comparative effectiveness trial, or independent external validation reported.

PreliminaryHang Yin Xi Chen Yanqing Wei

Reported

Test RMSE reduction vs. best base…59.3%

Final test RMSE0.297 m

Sample size (beach profiles)180

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