BPBiLSTM-IDS: a lightweight intrusion detection framework for cyber-physical UAV networks.
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| Title: | BPBiLSTM-IDS: a lightweight intrusion detection framework for cyber-physical UAV networks. |
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| Authors: | Attaullah HM; Faculty of Computing and Informatics, Multimedia University, Cyberjaya, Malaysia., Khan IU; Faculty of Computing and Informatics, Multimedia University, Cyberjaya, Malaysia.; Azerbaijan University of Architecture and Construction, Baku, Azerbaijan., Alam MM; Universiti Kuala Lumpur, Malaysian Institute of Information Technology (UniKL MIIT), 1016, Jalan Sultan Ismail, Kuala Lumpur, 50250, Malaysia. m.mansoor@riphah.edu.pk.; Faculty of Computing, Riphah International University, Islamabad, Pakistan. m.mansoor@riphah.edu.pk., Su'ud MM; Faculty of Computing and Informatics, Multimedia University, Cyberjaya, Malaysia., Kaushik K; Center for Cyber Security and Cryptology, Sharda School of Computer Science and Engineering, Sharda University, Greater Noida, India., Sajid A; Faculty of Computing and Informatics, Multimedia University, Cyberjaya, Malaysia.; Department of Computer Science, Fazaia Bilquis College of Education for Women, Nur Khan, Rawalpindi, Air University, Islamabad, Pakistan., Saaludin N; Universiti Kuala Lumpur, Malaysian Institute of Information Technology (UniKL MIIT), 1016, Jalan Sultan Ismail, Kuala Lumpur, 50250, Malaysia., Khan TA; Universiti Kuala Lumpur, Malaysian Institute of Information Technology (UniKL MIIT), 1016, Jalan Sultan Ismail, Kuala Lumpur, 50250, Malaysia. |
| Source: | Scientific reports [Sci Rep] 2026 Jun 04. Date of Electronic Publication: 2026 Jun 04. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42243364 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: BPBiLSTM-IDS: a lightweight intrusion detection framework for cyber-physical UAV networks. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Attaullah+HM%22">Attaullah HM</searchLink>; Faculty of Computing and Informatics, Multimedia University, Cyberjaya, Malaysia.<br /><searchLink fieldCode="AU" term="%22Khan+IU%22">Khan IU</searchLink>; Faculty of Computing and Informatics, Multimedia University, Cyberjaya, Malaysia.; Azerbaijan University of Architecture and Construction, Baku, Azerbaijan.<br /><searchLink fieldCode="AU" term="%22Alam+MM%22">Alam MM</searchLink>; Universiti Kuala Lumpur, Malaysian Institute of Information Technology (UniKL MIIT), 1016, Jalan Sultan Ismail, Kuala Lumpur, 50250, Malaysia. m.mansoor@riphah.edu.pk.; Faculty of Computing, Riphah International University, Islamabad, Pakistan. m.mansoor@riphah.edu.pk.<br /><searchLink fieldCode="AU" term="%22Su'ud+MM%22">Su'ud MM</searchLink>; Faculty of Computing and Informatics, Multimedia University, Cyberjaya, Malaysia.<br /><searchLink fieldCode="AU" term="%22Kaushik+K%22">Kaushik K</searchLink>; Center for Cyber Security and Cryptology, Sharda School of Computer Science and Engineering, Sharda University, Greater Noida, India.<br /><searchLink fieldCode="AU" term="%22Sajid+A%22">Sajid A</searchLink>; Faculty of Computing and Informatics, Multimedia University, Cyberjaya, Malaysia.; Department of Computer Science, Fazaia Bilquis College of Education for Women, Nur Khan, Rawalpindi, Air University, Islamabad, Pakistan.<br /><searchLink fieldCode="AU" term="%22Saaludin+N%22">Saaludin N</searchLink>; Universiti Kuala Lumpur, Malaysian Institute of Information Technology (UniKL MIIT), 1016, Jalan Sultan Ismail, Kuala Lumpur, 50250, Malaysia.<br /><searchLink fieldCode="AU" term="%22Khan+TA%22">Khan TA</searchLink>; Universiti Kuala Lumpur, Malaysian Institute of Information Technology (UniKL MIIT), 1016, Jalan Sultan Ismail, Kuala Lumpur, 50250, Malaysia. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Jun 04. <i>Date of Electronic Publication: </i>2026 Jun 04. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42243364 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41598-026-55446-4 Languages: – Code: eng Text: English Titles: – TitleFull: BPBiLSTM-IDS: a lightweight intrusion detection framework for cyber-physical UAV networks. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Attaullah HM – PersonEntity: Name: NameFull: Khan IU – PersonEntity: Name: NameFull: Alam MM – PersonEntity: Name: NameFull: Su'ud MM – PersonEntity: Name: NameFull: Kaushik K – PersonEntity: Name: NameFull: Sajid A – PersonEntity: Name: NameFull: Saaludin N – PersonEntity: Name: NameFull: Khan TA IsPartOfRelationships: – BibEntity: Dates: – D: 04 M: 06 Text: 2026 Jun 04 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2045-2322 Titles: – TitleFull: Scientific reports Type: main |
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