shield machine posture, physical-informed machine learning (PIML), Transformer, finite element method, surrogate model
EPB, soil conditioning, foam, flow behavior, workability, rheology
TBM downtime, causality networks, sequential pattern mining, anomaly detection, mixshield tunneling, urban tunneling
