2 papers
physics.ao-ph2018
Ensemble model aggregation using a computationally lightweight machine-learning model to forecast ocean waves
Fearghal O'Donncha, Yushan Zhang, Bei Chen +1
This study investigated an approach to improve the accuracy of computationally lightweight surrogate models by updating forecasts based on historical accuracy relative to sparse ob…
physics.ao-ph2017
A Machine Learning Framework to Forecast Wave Conditions
Scott C. James, Yushan Zhang, Fearghal O'Donncha
A~machine learning framework is developed to estimate ocean-wave conditions. By supervised training of machine learning models on many thousands of iterations of a physics-based wa…