The ideal TOFs were calculated as a standard and the relative errors of the two signals were compared. Reflection case can indicate interface directly. Results demonstrate complex waveform affects the ...

However, directly employing ultrasonic signals for interface reconstruction in dual-layer media remains a challenge. In this article, a physics-informed neural network (PINN) is developed for the ...