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physics.ao-ph2025
A Comprehensive Review of Phase-Averaged and Phase-Resolving Wave Models for Coastal Modeling Applications
Md Meftahul Ferdaus, Nathan Alton Cooper, Austin B. Schmidt +4
Predicting ocean wave behavior is challenging due to the difficulty in choosing suitable numerical models among many with varying capabilities. This review examines the development…
physics.ao-ph2021★ 2 cited
A LightGBM based Forecasting of Dominant Wave Periods in Oceanic Waters
Pujan Pokhrel
In this paper, we propose a Light Gradient Boosting (LightGBM) to forecast dominant wave periods in oceanic waters. First, we use the data collected from CDIP buoys and apply vario…
physics.ao-ph2020★ 2 cited
Random Forest Classifier Based Prediction of Rogue waves on Deep Oceans
Pujan Pokhrel, Elias Ioup, Md Tamjidul Hoque +2
In this paper, we present a novel approach for the prediction of rogue waves in oceans using statistical machine learning methods. Since the ocean is composed of many wave systems,…