Enhancing motion forecasting of ship sailing in irregular waves based on optimized LSTM model and principal component of wave-height

Enhancing motion forecasting of ship sailing in irregular waves based on optimized LSTM model and principal component of wave-height

Irregular waves exhibit complex and erratic behavior, posing significant challenges for accurate short-term ship motion forecasting. Reliable ship navigation depends on precise motion predictions, necessitating effective feature extraction from wave data to enhance predictive models. This study prop...

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Bibliographic Details
Main Authors: Jiaye Gong, Jinya Xu, Lixin Xu, Zhichao Hong
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-02-01
Series:Frontiers in Marine Science
Subjects:
weighted principal component analysis
LSTM
irregular waves
ship motion
prediction model
Online Access:https://www.frontiersin.org/articles/10.3389/fmars.2025.1497956/full
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