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Wastewater Membrane Bioreactors: A Comprehensive Review of Explainable Artificial Intelligence and Digital Twin Applications.

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Bibliographic Details
Title: Wastewater Membrane Bioreactors: A Comprehensive Review of Explainable Artificial Intelligence and Digital Twin Applications.
Authors: Al-Rashed WS; Department of Civil Engineering, Faculty of Engineering, University of Tabuk, P.O. Box 741, Tabuk 71491, Saudi Arabia.
Source: Membranes [Membranes (Basel)] 2026 May 21; Vol. 16 (5). Date of Electronic Publication: 2026 May 21.
Publication Type: Journal Article; Review
Journal Info: Publisher: MDPI Publishing Country of Publication: Switzerland NLM ID: 101577807 Publication Model: Electronic Cited Medium: Print ISSN: 2077-0375 (Print) Linking ISSN: 20770375 NLM ISO Abbreviation: Membranes (Basel) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Wastewater Membrane Bioreactors: A Comprehensive Review of Explainable Artificial Intelligence and Digital Twin Applications.
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  Data: <searchLink fieldCode="AU" term="%22Al-Rashed+WS%22">Al-Rashed WS</searchLink>; Department of Civil Engineering, Faculty of Engineering, University of Tabuk, P.O. Box 741, Tabuk 71491, Saudi Arabia.
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  Data: <searchLink fieldCode="JN" term="%22101577807%22">Membranes</searchLink> [Membranes (Basel)] 2026 May 21; Vol. 16 (5). <i>Date of Electronic Publication: </i>2026 May 21.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI+Publishing%22">MDPI Publishing </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101577807 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2077-0375 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220770375%22">20770375 </searchLink><i>NLM ISO Abbreviation: </i>Membranes (Basel) <i>Subsets: </i>PubMed not MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42188456
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      – Type: doi
        Value: 10.3390/membranes16050181
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      – Code: eng
        Text: English
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      – TitleFull: Wastewater Membrane Bioreactors: A Comprehensive Review of Explainable Artificial Intelligence and Digital Twin Applications.
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            – D: 21
              M: 05
              Text: 2026 May 21
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              Y: 2026
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              Value: 16
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              Value: 5
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