Abstract: In the field of nondestructive testing and structural health monitoring, ultrasonic waves are widely utilized to identify defects and characterize materials. Recently, data-driven machine ...

Abstract: We develop a novel deep learning framework to achieve highly accurate machine fault diagnosis using transfer learning to enable and accelerate the training of deep neural network. Compared ...