Table 5 Comparative analysis of ablation experiment results.

From: physically interpretable residual strength prediction of corroded pipelines via symbolic Bayesian networks

 

\(R^2\)

Performance degradation rate (%)

SyBN-Full

0.966

–

SyBN w/o DSR

0.854

11.6

SyBN w/o BFW

0.848

12.2

SyBN w/o Gate

0.917

5.1

SyBN w/o Sparse

0.881

8.8

Standard NN

0.812

15.9

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