Applying machine learning and AI for nanofiltration membranes water applications: a review

Azzam Abuhabib, Ahmed Albahnasavi, Heba Isawi, Law Yong Ng, Abdul Wahab Mohammad, Sofiah Hamzah

Open source

DOI: 10.2166/wst.2026.234
Published: 2026-02-25
Container: Water Science & Technology
Publisher: IWA Publishing
Open access: unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
supportingDOI resolves: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. 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
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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
supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.2166/wst.2026.234,
  title = {Applying machine learning and AI for nanofiltration membranes water applications: a review},
  author = {Azzam Abuhabib and Ahmed Albahnasavi and Heba Isawi and Law Yong Ng and Abdul Wahab Mohammad and Sofiah Hamzah},
  year = {2026},
  journal = {Water Science \&amp; Technology},
  doi = {10.2166/wst.2026.234},
  url = {https://doi.org/10.2166/wst.2026.234}
}

RIS

TY  - JOUR
TI  - Applying machine learning and AI for nanofiltration membranes water applications: a review
AU  - Azzam Abuhabib
AU  - Ahmed Albahnasavi
AU  - Heba Isawi
AU  - Law Yong Ng
AU  - Abdul Wahab Mohammad
AU  - Sofiah Hamzah
PY  - 2026
JO  - Water Science &amp; Technology
DO  - 10.2166/wst.2026.234
UR  - https://doi.org/10.2166/wst.2026.234
ER  -

APA

Abuhabib, A., Albahnasavi, A., Isawi, H., Ng, L. Y., Mohammad, A. W., & Hamzah, S. (2026). Applying machine learning and AI for nanofiltration membranes water applications: a review. Water Science & Technology. https://doi.org/10.2166/wst.2026.234

Source records

crossref · retrieved 2026-11-10T19:13:41.735Z