Rogue waves are individual ocean surface waves with crest height\(\eta\) or trough-to-crest
height H that are large compared to the significant wave height\(H_s\) of the underlying sea …

Big data and large-scale machine learning have had a profound impact on science and
engineering, particularly in fields focused on forecasting and prediction. Yet, it is still not …

In the 1990s, oceanographers realized that the freak waves posed realistic threats to
offshore and marine engineering. Since then, tremendous efforts from both academia and …

The role of the modulational instability for rogue wave generation in the ocean is still under
debate. We investigated a continuous dataset, consisting of buoy and radar wave elevation …

One of the leading goals of rogue wave research is to develop a robust rogue wave warning
system to mitigate the danger they pose. One such system has been developed by the …

A machine learning time-series prediction approach is proposed for wave propagation and
wave load prediction. Under unidirectional wave conditions and variable bathymetry, given …

Rogue waves are stochastic, individual ocean surface waves that are disproportionately
large compared to the background sea state. They present considerable risk to mariners and …

This paper addresses the statistical distribution of wave crest heights in ocean
environments. This is much needed in several engineering applications including risk and …

Extreme wave climate provides the basis for safe design of offshore structures and is crucial
for planning and executing offshore operations. Covariate modeling of extremes significantly …

We propose a methodology for despiking ocean surface wave time series based on a
Bayesian approach to data-driven learning known as Gaussian process (GP) regression …