Employing Machine Learning in Building Intelligent Systems for the Protection of Electronic Resources

ТАТУ хабарлари · 2025-yil

Annotatsiya

Modern electronic resources and web applications are exposed to numerous cyber threats, including DDoS attacks, SQL injections, XSS attacks, Slowloris, and multi-vector attacks.This article presents an intelligent system for detecting and preventing cyber threats, developed based on hybrid traffic analysis methods.The system architecture utilizes SDN/NFV technologies for dynamic scaling and integrates machine learning algorithms: PNHAD (Poisson-Normal Hybrid Anomaly Detection), XGBoost, CRNN/LSTM, and the hybrid adaptive ensemble HAEDFS.Experimental studies on the open datasets CIC-IDS2017 and UNSW-NB15 demonstrated high attack classification accuracy (up to 99.95%) with a low false positive rate (<0.5%).The proposed solution provides adaptive and intelligent protection for electronic resources and can be recommended for implementation in critical infrastructures.

Maqola ma’lumotlari
JurnalТАТУ хабарлари
NashriyotТошкент ахборот технологиялари университети
ISSN2010-9857, 2181-1083
Nashr sanasi2025-09-12
TilIngliz
Ilmiy sohaTexnika
DOI10.61663/252tuitmct4
Indeksga qo‘shilgan2026-09-02

DOI: 10.61663/252tuitmct4 · Maqolaning asl sahifasi

Ilmiy soha

Texnika

Iqtibos keltirish

APANoma’lum muallif (2025). Employing Machine Learning in Building Intelligent Systems for the Protection of Electronic Resources. ТАТУ хабарлари. https://doi.org/10.61663/252tuitmct4
GOST (OAK)Noma’lum muallif Employing Machine Learning in Building Intelligent Systems for the Protection of Electronic Resources // ТАТУ хабарлари. – 2025. – DOI: 10.61663/252tuitmct4.
MLANoma’lum muallif. “Employing Machine Learning in Building Intelligent Systems for the Protection of Electronic Resources.” ТАТУ хабарлари, 2025. https://doi.org/10.61663/252tuitmct4
ChicagoNoma’lum muallif. “Employing Machine Learning in Building Intelligent Systems for the Protection of Electronic Resources.” ТАТУ хабарлари (2025). https://doi.org/10.61663/252tuitmct4
HarvardNoma’lum muallif (2025) ‘Employing Machine Learning in Building Intelligent Systems for the Protection of Electronic Resources’, ТАТУ хабарлари. https://doi.org/10.61663/252tuitmct4
BibTeX
@article{article2025,
  title = {Employing Machine Learning in Building Intelligent Systems for the Protection of Electronic Resources},
  author = {Unknown},
  journal = {ТАТУ хабарлари},
  year = {2025},
  doi = {10.61663/252tuitmct4},
  url = {https://doi.org/10.61663/252tuitmct4}
}

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