BSAformer-based prediction of marine shaft centerline trajectories with real-vessel validation

Accurate shaft trajectory prediction is crucial for condition-based maintenance of marine propulsion systems. However, nonlinear coupling under sea loads still limits accuracy and speed. Unidirectional data models accumulate long-horizon errors and require substantial computational resources, hinder...

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Autors principals:	Yongjun Yao, Xinsong Qin, Qingbo Zhu, Tingxin Song
Format:	Artigo
Idioma:	Inglês
Publicat:	Elsevier 2026-03-01
Col·lecció:	Results in Engineering
Matèries:	Marine propulsion shaft Orbit prediction Transformer architecture Bidirectional attention Long-term forecasting
Accés en línia:	http://www.sciencedirect.com/science/article/pii/S259012302600006X
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