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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

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_658a1e58f03a4f2d94ee4031b7c63dcd

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

About this item

Full title

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

Publisher

Basel: MDPI AG

Journal title

Machines (Basel), 2024-02, Vol.12 (2), p.121

Language

English

Formats

Publication information

Publisher

Basel: MDPI AG

More information

Scope and Contents

Contents

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. Addressing this challenge, our research introduces a r...

Alternative Titles

Full title

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

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_658a1e58f03a4f2d94ee4031b7c63dcd

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_658a1e58f03a4f2d94ee4031b7c63dcd

Other Identifiers

ISSN

2075-1702

E-ISSN

2075-1702

DOI

10.3390/machines12020121

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