Robust Fault Detection in Industrial Machines Using Hybrid Transformer-DNN With Visualization via a Humanoid-Based Telepresence Robot

Robust Fault Detection in Industrial Machines Using Hybrid Transformer-DNN With Visualization via a Humanoid-Based Telepresence Robot

Fault diagnosis in industrial systems remains a critical challenge due to complex operational conditions and the need for high accuracy in real-time applications. Traditional deep learning models often struggle with generalization and adaptability, leading to misclassifications, reduced accuracy, an...

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Bibliographic Details
Main Authors: Amir R. Ali, Hossam Kamal
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Fault detection
industrial machines
hybrid transformer-DNN
deep learning
machine reliability
safety
Online Access:https://ieeexplore.ieee.org/document/11062565/
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https://ieeexplore.ieee.org/document/11062565/

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