3 papers
physics.ao-ph2021
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-ph2021
Machine Learning in weakly nonlinear systems: A Case study on Significant wave heights
Pujan Pokhrel
This paper proposes a machine learning method based on the Extra Trees (ET) algorithm for forecasting Significant Wave Heights in oceanic waters. To derive multiple features from t…
physics.ao-ph2020
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,…