A feature extraction interpretability research of one-dimensional convolutional neural networks in mechanical fault diagnosis
Published online on February 19, 2026
Abstract
Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, Volume 240, Issue 9, Page 3003-3021, May 2026.
To address the “black-box” nature of one-dimensional convolutional neural networks (1D-CNNs) in mechanical fault diagnosis from a signal-processing perspective, a correspondence between the network and classical spectral analysis has been established. ...
To address the “black-box” nature of one-dimensional convolutional neural networks (1D-CNNs) in mechanical fault diagnosis from a signal-processing perspective, a correspondence between the network and classical spectral analysis has been established. ...