{
  "abstract": null,
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  "affiliations": [
    "Department of Chemical and Bioprocess Engineering, School of Engineering and Innovation, Aston University, Aston Triangle, Birmingham B4 7ET, UK",
    "Department of Chemical Engineering Technology, , Johannesburg 2094, South Africa; (S.P.A.); (L.I.F.)",
    "Department of Chemical Engineering, , Boston, MA 02115, USA;",
    "Department of Electrical and Electronic Engineering Science, , Johannesburg 2094, South Africa;",
    "Department of Civil and Environmental Engineering, Tickle College of Engineering, , Knoxville, TN 37996, USA;"
  ],
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  "author_total": 6,
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      "name": "Olawumi O. Sadare"
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      "name": "Samuel P. Alonge"
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      "name": "Azeez G. Akinyemi"
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    {
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      "name": "Abass A. Adesina"
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    {
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      "name": "Shukrah Adesola-Olabiyi"
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      "name": "Lanrewaju I. Fajimi"
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  "bibtex": "https://research.draconitic.com/paper/8k9qkevywt1s8.bib",
  "cited_by": 0,
  "doi": null,
  "fulltext_url": "https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13706972/?tool=EBI",
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  "language": "eng",
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  "licence_label": "CC BY",
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  "pdf_url": "https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13706972/pdf/?tool=EBI",
  "pmcid": "PMC13706972",
  "pmid": null,
  "published": "2026-10-01",
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  "ris": "https://research.draconitic.com/paper/8k9qkevywt1s8.ris",
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  "subjects": [],
  "title": "Towards Intelligent Membrane Systems: A Critical Analysis of Digital Twin–ML Integration for Real–Time Process Optimization, Fouling Management, and Autonomous Design",
  "title_text": "Towards Intelligent Membrane Systems: A Critical Analysis of Digital Twin–ML Integration for Real–Time Process Optimization, Fouling Management, and Autonomous Design",
  "type": "peer-reviewed",
  "updated_at": "2026-10-30T12:21:34Z",
  "url": "https://research.draconitic.com/paper/8k9qkevywt1s8",
  "venue": "Membranes",
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}