Research Article

Prediction of Surface Settlement Induced by Large-Diameter Shield Tunneling Based on Machine-Learning Algorithms

Table 3

Parameters of the prediction model.

DataTypeVariable

InputEquipment parameterGrouting pressure, sludge sump pressure, grouting quantity, rotating speed cutterhead, total thrust, propulsion speed, slurry delivery density, sludge density, air cushion chamber pressure, slurry delivery flow, sludge discharge, penetration, cutterhead torque (13 in total)
Geological parameterInternal friction angle, cohesion
Geometric parameterCover depth
Date parameterDate
OutputSettlement parameterSurface settlement variation