Research Article

A Novel Prediction Model for Car Body Vibration Acceleration Based on Correlation Analysis and Neural Networks

Table 2

The prediction variables selected through correlation analysis.

Car body_HACCEL (g)Car body_VACCEL (g)Car body_LACCEL (g)

Superelev (mm)-0.50-0.25L Surf 1 (mm)-0.23-0.20Mileage (km)-0.49-0.49
Curve (rad/km)-0.14-0.18R Surf 1 (mm)-0.27-0.22Gauge (mm)0.160.11
C_IRREG_LEFT (mm)0.310.19L Surf 2 (mm)-0.29-0.24Superelev (mm)0.260.24
C_IRREG_RIGHT (mm)0.300.18R Surf 2 (mm)-0.32-0.26Curve (rad/km)0.290.26
CURVE_RATE (rad/km/m)-0.15-0.11L Surf 3 (mm)-0.31-0.25Speed(kph)-0.48-0.60
LOFFSET (mm)-0.220.05R Surf 3 (mm)-0.35-0.29CURVE_RATE (rad/km/m)-0.11-0.09
ROFFSET (mm)-0.270.04L Surf 4 (mm)-0.17-0.12LOFFSET (mm)0.250.20
LSURFACE (mm)-0.43-0.31R Surf 4 (mm)-0.21-0.16ROFFSET (mm)0.230.20
RSURFACE (mm)0.390.26---LSURFACE (mm)-0.18-0.15
YAW (deg/s)0.120.14---YAW (deg/s)-0.21-0.19
------BOGIE_FRAME_HACCEL (g)0.430.44
------BOGIE_FRAME_VACCEL (g)0.410.42
Total number 10Total number 8Total number 12