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Peer-reviewedCC BYMembranes

Towards Intelligent Membrane Systems: A Critical Analysis of Digital Twin–ML Integration for Real–Time Process Optimization, Fouling Management, and Autonomous Design

  • Olawumi O. Sadare1
  • Samuel P. Alonge2
  • Azeez G. Akinyemi3
  • Abass A. Adesina4
  • Shukrah Adesola-Olabiyi5
  • Lanrewaju I. Fajimi2
5 affiliations
  1. 1Department of Chemical and Bioprocess Engineering, School of Engineering and Innovation, Aston University, Aston Triangle, Birmingham B4 7ET, UK
  2. 2Department of Chemical Engineering Technology, , Johannesburg 2094, South Africa; (S.P.A.); (L.I.F.)
  3. 3Department of Chemical Engineering, , Boston, MA 02115, USA;
  4. 4Department of Electrical and Electronic Engineering Science, , Johannesburg 2094, South Africa;
  5. 5Department of Civil and Environmental Engineering, Tickle College of Engineering, , Knoxville, TN 37996, USA;
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Cite

BibTeXRIS
BibTeX
@article{sadare2026towards,
  title = {{Towards Intelligent Membrane Systems: A Critical Analysis of Digital Twin–ML Integration for Real–Time Process Optimization, Fouling Management, and Autonomous Design}},
  author = {Olawumi O. Sadare and Samuel P. Alonge and Azeez G. Akinyemi and Abass A. Adesina and Shukrah Adesola-Olabiyi and Lanrewaju I. Fajimi},
  journal = {Membranes},
  year = {2026},
  month = oct,
  url = {https://europepmc.org/article/PMC/PMC13706972},
  note = {CC BY},
}
RIS
TY  - JOUR
TI  - Towards Intelligent Membrane Systems: A Critical Analysis of Digital Twin–ML Integration for Real–Time Process Optimization, Fouling Management, and Autonomous Design
AU  - Olawumi O. Sadare
AU  - Samuel P. Alonge
AU  - Azeez G. Akinyemi
AU  - Abass A. Adesina
AU  - Shukrah Adesola-Olabiyi
AU  - Lanrewaju I. Fajimi
PY  - 2026
DA  - 2026/10/01
JO  - Membranes
UR  - https://europepmc.org/article/PMC/PMC13706972
SN  - 2077-0375
ER  -