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Table 4 Relative errors of three-parameter numerical test set for 10.15 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 (%)

0.55

0.097

0.96

Min (%)

− 0.23

− 0.11

− 0.26

RMS (%)

0.114

0.0387

0.148

  1. Note: ANN structure: 501-100-100-3; activation function Tanh; 240 training samples, 60 test samples; loss=1.3 × 10−6