99 citations · 223 across the 14 of their papers we have counts for
3 papers · 1 filter
Statistical and machine learning ensemble modelling to forecast sea surface temperature
Stefan Wolff, Fearghal O'Donncha, Bei Chen
In situ and remotely sensed observations have potential to facilitate data-driven predictive models for oceanography. A suite of machine learning models, including regression, deci…
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…
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…