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Table 5 Relative errors of three-parameter numerical test set for 10.5 mm thickness

From: A Novel On-Site-Real-Time Method for Identifying Characteristic Parameters Using Ultrasonic Echo Groups and Neural Network

Relative error

Parameter class

E

υ

ρ

Max (%)

0.30

0.19

0.21

Min (%)

−0.17

−0.14

−0.11

RMS (%)

0.058

0.033

0.044

  1. Note: ANN structure: 501-100-100-3; activation function Tanh; 240 training samples, 60 test samples; loss=2.3 × 10−7)