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Machine Learning-Based Measurement and Prediction of Ground Settlement Induced by Shield Tunneling Undercrossing Existing Tunnels in Composite Strata

To address the issue of insufficient accuracy in traditional settlement prediction methods for shield tunneling undercrossing in composite strata in Hangzhou, this paper proposes a particle swarm optimization (PSO)-based Bidirectional Long Short-Term Memory neural network (Bi-LSTM) prediction model...

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Wedi'i Gadw mewn:
Prif Awduron: Mei Dong, Mingzhe Guan, Kuihua Wang, Yeyao Wu, Yuhan Fu
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: MDPI AG 2025-03-01
Cyfres:Sensors
Pynciau:
shield tunnel
monitoring
ground settlement
machine learning
prediction model
LSTM
Mynediad Ar-lein:https://www.mdpi.com/1424-8220/25/5/1600
Tagiau: Ychwanegu Tag
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