Ensemble Augmentation for Deep Neural Networks Using 1-D Time Series Vibration Data

• Main Authors: Atik, Faysal, W. K., Ngui, M. H., Lim, M. S., Leong
• Format: Article
• Language: English
• Published: Springer Link 2022
• Subjects: TJ Mechanical engineering and machinery
• Online Access: http://umpir.ump.edu.my/id/eprint/35522/1/Ensemble%20Augmentation%20for.pdf; http://umpir.ump.edu.my/id/eprint/35522/; https://doi.org/10.1007/s42417-022-00683-w; https://doi.org/10.1007/s42417-022-00683-w

Purpose Deep Neural Networks (DNNs) typically require enormous labeled training samples to achieve optimum performance. Therefore, numerous forms of data augmentation techniques are employed to compensate for the lack of training samples. Methods In this paper, a data augmentation technique named...