Multi-step prediction model enhanced by adaptive denoising and encoder-decoder for shield machine cutterhead torque in complex conditions

•A multi-step prediction model for cutterhead torque is proposed.•Adaptive denoising and encoder-decoder are used to improve the model performance.•The model was validated using site data from the Heyan Road tunnel project.•This model has promising performance in complex geological and working condi...

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Vydané v:	Tunnelling and underground space technology Ročník 158; s. 106398
Hlavní autori:	Xu, Deming, Wang, Yuan, Huang, Jingqi, Xu, Shujun, Zhou, Kun
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Elsevier Ltd 01.04.2025
Predmet:	Cutterhead torque Encoder-decoder model Long short-term memory Multi-step prediction Shield machine Shield machine Long short-term memory Cutterhead torque Encoder-decoder model Multi-step prediction
ISSN:	0886-7798
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