Research Article

Estimation of Vehicle Dynamic Response from Track Irregularity Using Deep Learning Techniques

Table 3

Accuracy indices of the vehicle response of line 1 in the inspection-simulation dataset.

ItemOutputRMSEMAEρTIC

Vertical forcesLeft force of axle 11745.11411211.53440.88100.0155
Left force of axle 21796.87411239.45640.88250.0160
Left force of axle 31770.23141238.68490.87750.0158
Left force of axle 41836.06641275.56800.87730.0163
Right force of axle 11746.32331204.22820.88190.0156
Right force of axle 21783.99731221.81130.88310.0159
Right force of axle 31775.37521232.18900.87700.0158
Right force of axle 41821.24501259.24830.87830.0162

Wheel unloading rateAxle 10.01960.01400.75060.2237
Axle 20.01970.01410.73800.2309
Axle 30.01970.01420.74680.2261
Axle 40.01990.01440.73300.2331

Vertical car body accelerationFront0.01320.00850.96890.1258
Rear0.01350.00870.96780.1283