Unveiling the Black Box: A Unified XAI Framework for Signal-Based Deep Learning Models

Unveiling the Black Box: A Unified XAI Framework for Signal-Based Deep Learning Models

Condition monitoring (CM) is essential for maintaining operational reliability and safety in complex machinery, particularly in robotic systems. Despite the potential of deep learning (DL) in CM, its ‘black box’ nature restricts its broader adoption, especially in mission-critical applications. Addr...

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Bibliographic Details
Main Authors: Ardeshir Shojaeinasab, Masoud Jalayer, Amirali Baniasadi, Homayoun Najjaran
Format: Article
Language:English
Published: MDPI AG 2024-02-01
Series:Machines
Subjects:
condition monitoring
explainable artificial intelligence
trustworthy artificial intelligence
feature engineering
signal processing
Online Access:https://www.mdpi.com/2075-1702/12/2/121

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https://www.mdpi.com/2075-1702/12/2/121

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