Enhanced Mamba model with multi-head attention mechanism and learnable scaling parameters for remaining useful life prediction

Abstract Prognostics and health management (PHM) technology aims to analyze and diagnose the state of equipment using a large amount of data, predict potential failures, and adopt corresponding maintenance and repair strategies to enhance equipment reliability, reduce repair costs, and prevent produ...

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Bibliographic Details
Main Authors: Fugang Liu, Shenyang Liu, Yuan Chai, Yongtao Zhu
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-91815-1
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