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Keywords: data-driven modeling
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Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Offshore Mech. Arct. Eng. August 2025, 147(4): 041903.
Paper No: OMAE-24-1089
Published Online: November 28, 2024
... the performance of the surrogate model. Earlier studies were focused on forward problems with well-defined data. The present study attempts to develop models capable of reconstructing the flow-field data from sparse datasets mirroring real-world scenarios. We demonstrated the performance of data-driven models...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Offshore Mech. Arct. Eng. April 2025, 147(2): 021402.
Paper No: OMAE-24-1065
Published Online: September 25, 2024
... History of the training error and test error for the ANN which predicts A7 Fig. 4 Method for creating the data-driven models Method for creating the data-driven models Fig. 28 Example of how the time-series torque data are used to calculate the features which describe the data...