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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-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…