In medium-scale ICT networks, SDN centralizes control, yet TLS/HTTPS encryption, QUIC/WebRTC, and DDoS threats reduce the effectiveness of conventional DPI. This paper proposes TCQFG-DPI, a hybrid approach that offloads DPI computation to edge points, updates the model via federated learning, and enforces policies in the data plane using OpenFlow/P4. The pipeline includes flow separation and feature extraction, AI-DPI inference, local training/updates, FedAvg-based global aggregation at the controller, and rule installation for blocking, rate limiting, QoS, or rerouting. The MCLA-DPI configuration achieves 98.9% accuracy with 7–9 ms latency, improving privacy and scalability for real-time defense.
| Mualliflar | Jumayev, Sodiq |
|---|---|
| Jurnal | Al-Farg'oniy avlodlari |
| Nashriyot | ТАТУ Фарғона филиали |
| ISSN | 2181-4252 |
| Nashr sanasi | 2026-03-18 |
| Son | 1 |
| Betlar | 225-234 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| Indeksga qo‘shilgan | 2026-08-26 |
SDN; Deep Packet Inspection (DPI); Shifrlangan trafik (TLS/QUIC); edge inspection; AI-DPI; federated learning; FedAvg; OpenFlow; P4; risk scoring; policy enforcement., SDN; Deep Packet Inspection (DPI); шифрованный трафик (TLS/QUIC); edge-инспекция; AI-DPI; федеративное обучение; FedAvg; OpenFlow; P4; оценка риска (risk score); применение политик., SDN; Deep Packet Inspection (DPI); shifrlangan trafik (TLS/QUIC); edge inspeksiya; sun’iy intellektli DPI (AI-DPI); federativ o‘qitish; FedAvg; OpenFlow; P4; risk baholash (risk score); siyosatni joriy etish.
| APA | Jumayev, Sodiq (2026). AN AI-ENHANCED DPI ALGORITHM FOR SDN NETWORKS. Al-Farg'oniy avlodlari, (1), 225-234. https://al-fargoniy.uz/index.php/journal/article/view/1063 |
|---|---|
| GOST (OAK) | Jumayev, Sodiq AN AI-ENHANCED DPI ALGORITHM FOR SDN NETWORKS // Al-Farg'oniy avlodlari. – 2026. – № 1. – P. 225-234. |
| MLA | Jumayev, Sodiq. “AN AI-ENHANCED DPI ALGORITHM FOR SDN NETWORKS.” Al-Farg'oniy avlodlari, (1), 225-234, 2026. https://al-fargoniy.uz/index.php/journal/article/view/1063 |
| Chicago | Jumayev, Sodiq. “AN AI-ENHANCED DPI ALGORITHM FOR SDN NETWORKS.” Al-Farg'oniy avlodlari, (1), 225-234 (2026). https://al-fargoniy.uz/index.php/journal/article/view/1063 |
| Harvard | Jumayev, Sodiq (2026) ‘AN AI-ENHANCED DPI ALGORITHM FOR SDN NETWORKS’, Al-Farg'oniy avlodlari, (1), 225-234. https://al-fargoniy.uz/index.php/journal/article/view/1063 |
| BibTeX | @article{jumayevsodiq2026,
title = {AN AI-ENHANCED DPI ALGORITHM FOR SDN NETWORKS},
author = {Jumayev, Sodiq},
journal = {Al-Farg'oniy avlodlari},
year = {2026},
number = {1},
pages = {225-234},
url = {https://al-fargoniy.uz/index.php/journal/article/view/1063}
} |
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