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A multi-stage review framework for AI-driven predictive maintenance and fault diagnosis in photovoltaic systems.

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Title: A multi-stage review framework for AI-driven predictive maintenance and fault diagnosis in photovoltaic systems.
Authors: Hamza, Ali1 (AUTHOR), Ali, Zunaib1 (AUTHOR) aliz29@lsbu.ac.uk, Dudley, Sandra1 (AUTHOR), Saleem, Komal2 (AUTHOR), Uneeb, Muhammad3 (AUTHOR), Christofides, Nicholas4 (AUTHOR)
Source: Applied Energy. Sep2025, Vol. 393, pN.PAG-N.PAG. 1p.
Database: Environment Complete
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  Availability: 0
Header DbId: eih
DbLabel: Environment Complete
An: 185523110
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: A multi-stage review framework for AI-driven predictive maintenance and fault diagnosis in photovoltaic systems.
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  Data: <searchLink fieldCode="AR" term="%22Hamza%2C+Ali%22">Hamza, Ali</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Ali%2C+Zunaib%22">Ali, Zunaib</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> aliz29@lsbu.ac.uk</i><br /><searchLink fieldCode="AR" term="%22Dudley%2C+Sandra%22">Dudley, Sandra</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Saleem%2C+Komal%22">Saleem, Komal</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Uneeb%2C+Muhammad%22">Uneeb, Muhammad</searchLink><relatesTo>3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Christofides%2C+Nicholas%22">Christofides, Nicholas</searchLink><relatesTo>4</relatesTo> (AUTHOR)
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  Data: <searchLink fieldCode="JN" term="%22Applied+Energy%22">Applied Energy</searchLink>. Sep2025, Vol. 393, pN.PAG-N.PAG. 1p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=eih&AN=185523110
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      – Type: doi
        Value: 10.1016/j.apenergy.2025.126108
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      – Code: eng
        Text: English
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      – TitleFull: A multi-stage review framework for AI-driven predictive maintenance and fault diagnosis in photovoltaic systems.
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            NameFull: Hamza, Ali
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              M: 09
              Text: Sep2025
              Type: published
              Y: 2025
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              Value: 393
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