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Open Access
Peer-reviewed
Research Article
Self-learning model fusion for network anomaly detection: A hybrid CNN-LSTM-transformer framework
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Jun Wang ,
Contributed equally to this work with: Jun Wang, Ning Huang, Houzhong Zhang, Luyun Liu, Qiang Fu, Kerang Cao, Xiwang Guo
Roles Conceptualization, Data curation, Formal analysis
Affiliations College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang, Liaoning, China, Key Laboratory of Intelligent Technology of Chemical Process Industry in Liaoning Province, Shenyang, China
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Ning Huang ,
Contributed equally to this work with: Jun Wang, Ning Huang, Houzhong Zhang, Luyun Liu, Qiang Fu, Kerang Cao, Xiwang Guo
Roles Conceptualization, Data curation, Formal analysis, Writing – original draft, Writing – review & editing
Affiliations College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang, Liaoning, China, Key Laboratory of Intelligent Technology of Chemical Process Industry in Liaoning Province, Shenyang, China
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Houzhong Zhang ,
Contributed equally to this work with: Jun Wang, Ning Huang, Houzhong Zhang, Luyun Liu, Qiang Fu, Kerang Cao, Xiwang Guo
Roles Validation
Affiliations College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang, Liaoning, China, Key Laboratory of Intelligent Technology of Chemical Process Industry in Liaoning Province, Shenyang, China
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Luyun Liu ,
Contributed equally to this work with: Jun Wang, Ning Huang, Houzhong Zhang, Luyun Liu, Qiang Fu, Kerang Cao, Xiwang Guo
Roles Resources
Affiliations College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang, Liaoning, China, Key Laboratory of Intelligent Technology of Chemical Process Industry in Liaoning Province, Shenyang, China
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Qiang Fu ,
Contributed equally to this work with: Jun Wang, Ning Huang, Houzhong Zhang, Luyun Liu, Qiang Fu, Kerang Cao, Xiwang Guo
Roles Methodology, Project administration, Resources
Affiliations College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang, Liaoning, China, Key Laboratory of Intelligent Technology of Chemical Process Industry in Liaoning Province, Shenyang, China
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Kerang Cao ,
Contributed equally to this work with: Jun Wang, Ning Huang, Houzhong Zhang, Luyun Liu, Qiang Fu, Kerang Cao, Xiwang Guo
Roles Software
Affiliations College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang, Liaoning, China, Key Laboratory of Intelligent Technology of Chemical Process Industry in Liaoning Province, Shenyang, China
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Xiwang Guo ,
Contributed equally to this work with: Jun Wang, Ning Huang, Houzhong Zhang, Luyun Liu, Qiang Fu, Kerang Cao, Xiwang Guo
Roles Project administration
Affiliation Information and Control Engineering Liaoning Petrochemical University, Fushun, China
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Hoekyung Jung
Roles Conceptualization, Funding acquisition
* E-mail: hkjung@pcu.ac.kr
Affiliation Computer Engineering Department, Paichai University, Daejeon, South Korea
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Self-learning model fusion for network anomaly detection: A hybrid CNN-LSTM-transformer framework
- Jun Wang,
- Ning Huang,
- Houzhong Zhang,
- Luyun Liu,
- Qiang Fu,
- Kerang Cao,
- Xiwang Guo,
- Hoekyung Jung
- Published: October 29, 2025
- https://doi.org/10.1371/journal.pone.0332502