Research Article

Self-Tuning Inference Model for Settlement in Shield Tunneling: A Case Study of the Taipei Mass Rapid Transit System’s Songshan Line

Table 1

Descriptions of factors in the dataset.

VariableFactorTypeDescription

Shear strength of soilsInputThe strength of the soil and its resistance to deformation
Groundwater levelInputThe level at which the soil is saturated
Depth of tunnel center lineInputThe distance between the tunnel center line and the soil surface
Tunneling distanceInputThe distance of the segmental joint set in the shield tunnel
Chamber pressureInputThe pressure applied to counterbalance the lateral earth
Total thrust forceInputA reactive force exerted on the shield tunneling
Tunneling speedInputThe speed of the cutting head on total torque
Backfill quantityInputAmount of material diffused behind the segmental lining
Quantity of excavated soilInputAmount of soil excavated during the tunneling process
Water pressureInputThe pressure of the water distributed on the tunnel wall
SettlementOutputSubsidence due to tunneling activity