Delamination Detection Framework for the Imbalanced Dataset in Laminated Composite Using Wasserstein Generative Adversarial Network-Based Data Augmentation

Delamination Detection Framework for the Imbalanced Dataset in Laminated Composite Using Wasserstein Generative Adversarial Network-Based Data Augmentation

As laminated composites are applied more commonly, Prognostics and Health Management (PHM) techniques for the maintenance of composite systems are also attracting attention. However, applying PHM techniques to a composite system is challenging due to the data imbalance problem from the lack of failu...

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Bibliographic Details
Main Authors: Sungjun Kim, Muhammad Muzammil Azad, Jinwoo Song, Heungsoo Kim
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:Applied Sciences
Subjects:
PHM
fault diagnosis
data imbalance
laminated composite
WGAN
Online Access:https://www.mdpi.com/2076-3417/13/21/11837

Internet

https://www.mdpi.com/2076-3417/13/21/11837

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