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

Sadare OO, Alonge SP, Akinyemi AG, Adesina AA, Adesola-Olabiyi S, Fajimi LI

Open source

DOI: 10.3390/membranes16100348
Published: 2026 Oct 20
Container: Membranes
Publisher: Not recorded
Open access: yes

Credibility signals

uncertain Score 53/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.3390/membranes16100348,
  title = {Towards Intelligent Membrane Systems: A Critical Analysis of Digital Twin-ML Integration for Real-Time Process Optimization, Fouling Management, and Autonomous Design.},
  author = {Sadare OO and Alonge SP and Akinyemi AG and Adesina AA and Adesola-Olabiyi S and Fajimi LI},
  year = {2026},
  journal = {Membranes},
  doi = {10.3390/membranes16100348},
  url = {https://doi.org/10.3390/membranes16100348}
}

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  - Sadare OO
AU  - Alonge SP
AU  - Akinyemi AG
AU  - Adesina AA
AU  - Adesola-Olabiyi S
AU  - Fajimi LI
PY  - 2026
JO  - Membranes
DO  - 10.3390/membranes16100348
UR  - https://doi.org/10.3390/membranes16100348
ER  -

APA

OO, S., SP, A., AG, A., AA, A., S, A., & LI, F. (2026). Towards Intelligent Membrane Systems: A Critical Analysis of Digital Twin-ML Integration for Real-Time Process Optimization, Fouling Management, and Autonomous Design.. Membranes. https://doi.org/10.3390/membranes16100348

Source records

pubmed · retrieved 2026-11-10T09:13:29.216Z
europe-pmc · retrieved 2026-11-10T09:13:29.214Z
doaj · retrieved 2026-11-10T09:13:29.198Z