Dual-Stream Network for Width Inversion of Composite Defects and Experimental Validation
This paper proposes a dual-stream multiscale attention network (MS-BiGRU-Attn) that processes axial and normal magnetic flux leakage signals independently to accurately invert the width of composite pipeline defects under nonlinear magnetic interference, achieving superior performance on both out-of-distribution simulations and experimental validation compared to baseline models.