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SPHT-LSTM: a novel industrial equipment condition prediction method

Abstract Production safety and efficiency depends on the reliability of the critical components in industrial equipment. However, signals measured by sensors may have complicated nonlinear and long-term sequential dynamics, which are difficult to predict faults correctly. To overcome these challenge...

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Príomhchruthaitheoirí: Bo Hu, Yongjun Zhang, Jin Guo, Fengwei Jing
Formáid: Artigo
Teanga:Inglês
Foilsithe / Cruthaithe: Nature Portfolio 2026-03-01
Sraith:Scientific Reports
Ábhair:
Rochtain ar líne:https://doi.org/10.1038/s41598-026-43263-8
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