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Keywords: machine learning
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Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Offshore Mech. Arct. Eng. December 2024, 146(6): 061601.
Paper No: OMAE-23-1029
Published Online: March 1, 2024
... make validation difficult. The next best option is that of controlled laboratory experiments. The current study is the first study in the field of sea spray icing that investigates the use of new data science technologies like machine learning and feature engineering for the prediction of sea spray...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Offshore Mech. Arct. Eng. December 2024, 146(6): 061201.
Paper No: OMAE-23-1099
Published Online: February 26, 2024
..., sets the forcing term of a PDE as f and its solution as g . The reader is referred to Refs. [ 9 , 10 ] for further reading on graph neural networks (GNNs) and on neural operators, use cases, and how they compare to other forms of machine learning. We apply this model to a virtual tank...
Journal Articles
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Offshore Mech. Arct. Eng. August 2024, 146(4): 041201.
Paper No: OMAE-23-1081
Published Online: December 11, 2023
... examined the generalization of the models across different sea states and investigated the impact of the second-order bound waves on prediction accuracy. This paper is organized as follows. Section 2 introduces linear and second-order nonlinear waves. Section 3 describes the proposed machine learning...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Offshore Mech. Arct. Eng. June 2024, 146(3): 031204.
Paper No: OMAE-23-1028
Published Online: November 22, 2023
... be complemented with buoy measurements. This paper proposes to use synthetic statistics of vessel dynamic responses to predict “real-time” wave spectral parameters using multi-output machine learning (ML) regression algorithms. For a case study of a vessel with no forward speed, it is observed that the random...
Journal Articles
Journal Articles
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Offshore Mech. Arct. Eng. October 2021, 143(5): 051701.
Paper No: OMAE-20-1106
Published Online: February 12, 2021
...Yu Ma; Paul D. Sclavounos Data-driven modeling is considered as a prospective approach for many conventional physical problems including ocean applications. Among various machine learning techniques, support vector machine stands out as one of the most widely used algorithms to establish models...