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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Номзүйн дэлгэрэнгүй

Үндсэн зохиолчид:	Bo Hu, Yongjun Zhang, Jin Guo, Fengwei Jing
Формат:	Artigo
Хэл сонгох:	Inglês
Хэвлэсэн:	Nature Portfolio 2026-03-01
Цуврал:	Scientific Reports
Нөхцлүүд:	Fault prediction LSTM Transformer Nonlinear signals Equipment performance degradation
Онлайн хандалт:	https://doi.org/10.1038/s41598-026-43263-8
Шошгууд:	Шошго нэмэх Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!