Research Article

Geological Type Recognition by Machine Learning on In-Situ Data of EPB Tunnel Boring Machines

Table 3

Chi-square value and P-value of top 7 features in Tianjin Metro Line 9.

NameChi-square valueP-value

Accumulated rotation number of screw machine4913.95<1e − 275
Primary voltage of high-voltage transformer4360.52<1e − 275
Filling mud pressure no. 23692.76<1e − 275
Initial pitch angle y3626.04<1e − 275
Upper control limit of soil discharge quantity3339.61<1e − 275
Standard deviation of soil discharge quantity3311.44<1e − 275
Target value of soil pressure3162.434.23e − 275