Robustness enhanced fault diagnosis for rotating machinery heterogeneous modality interactive transformer
Published online on May 07, 2026
Abstract
Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, Ahead of Print.
Fault diagnosis in rotating machinery is critical for industrial safety, yet existing methods struggle with noise interference and unimodal feature limitations. A Heterogeneous Modal Interaction Transformer (HMIT) integrates time-series, time-frequency, ...
Fault diagnosis in rotating machinery is critical for industrial safety, yet existing methods struggle with noise interference and unimodal feature limitations. A Heterogeneous Modal Interaction Transformer (HMIT) integrates time-series, time-frequency, ...