BPBiLSTM-IDS: a lightweight intrusion detection framework for cyber-physical UAV networks.

Attaullah HM, Khan IU, Alam MM, Su'ud MM, Kaushik K, Sajid A, Saaludin N, Khan TA

DOI: 10.1038/s41598-026-55446-4
Published: 2026 Jun 4
Container: Scientific reports
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 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
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
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:10.1038/s41598-026-55446-4,
  title = {BPBiLSTM-IDS: a lightweight intrusion detection framework for cyber-physical UAV networks.},
  author = {Attaullah HM and Khan IU and Alam MM and Su'ud MM and Kaushik K and Sajid A and Saaludin N and Khan TA},
  year = {2026},
  journal = {Scientific reports},
  doi = {10.1038/s41598-026-55446-4},
  url = {https://doi.org/10.1038/s41598-026-55446-4}
}

RIS

TY  - JOUR
TI  - BPBiLSTM-IDS: a lightweight intrusion detection framework for cyber-physical UAV networks.
AU  - Attaullah HM
AU  - Khan IU
AU  - Alam MM
AU  - Su'ud MM
AU  - Kaushik K
AU  - Sajid A
AU  - Saaludin N
AU  - Khan TA
PY  - 2026
JO  - Scientific reports
DO  - 10.1038/s41598-026-55446-4
UR  - https://doi.org/10.1038/s41598-026-55446-4
ER  -

APA

HM, A., IU, K., MM, A., MM, S., K, K., A, S., N, S., & TA, K. (2026). BPBiLSTM-IDS: a lightweight intrusion detection framework for cyber-physical UAV networks.. Scientific reports. https://doi.org/10.1038/s41598-026-55446-4

Source records

pubmed · retrieved 2026-09-25T05:50:23.998Z