Design of Experiments Technique Applied to Artificial Neural Network Models for FPSO Mooring System Analysis

Design of Experiments Technique Applied to Artificial Neural Network Models for FPSO Mooring System Analysis

Online monitoring of mooring system response for the FPSO platform in any operational condition is so far challenging for machine learning (ML). This paper presents a new dynamic NARX ANN model for time series of mooring tension and a static MLP model for the offset chart prediction of a taut-leg mo...

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Bibliographic Details
Main Authors: Ehsan Nikkhah, Antonio Carlos Fernandes, Jean-David Caprace
Format: Article
Language:English
Published: MDPI AG 2023-11-01
Series:Journal of Marine Science and Engineering
Subjects:
artificial neural network (ANN)
supervised feature selection
deep learning
design of experiments (DOE)
mooring system response prediction
FPSO platform
Online Access:https://www.mdpi.com/2077-1312/11/11/2194

Internet

https://www.mdpi.com/2077-1312/11/11/2194

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