Critical Information Infrastructures Protection Architecture Based on Hybrid Data Analysis and AI Algorithms

The article presents protection technology architecture for critical information infrastructure using artificial intelligence (AI) and hybrid data analysis. The proposed approach combines spectral and fractal analysis to identify and neutralize cyber threats in real time. Isolation Forest, LOF, SVM and K-means clustering algorithms used for detecting anomalies in network traffic and technological processes. Cyberattacks in the power system modeling involves proposed configuration as a resistance opposed to modern threats.

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Publication Details

Published
2025-06-20
DOI
https://doi.org/10.1109/neuront66873.2025.11049963
Primary Topic
Network Security and Intrusion Detection
Type
article
Field-Weighted Citation Impact
0.00
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article

Critical Information Infrastructures Protection Architecture Based on Hybrid Data Analysis and AI Algorithms

Andrey I. Ladynin, Evgenii S. Mityakov, Igor D. Kazakevich
Network Security and Intrusion Detection
article

Critical Information Infrastructures Protection Architecture Based on Hybrid Data Analysis and AI Algorithms

Andrey I. Ladynin, Evgenii S. Mityakov, Igor D. Kazakevich
article en

Abstract

The article presents protection technology architecture for critical information infrastructure using artificial intelligence (AI) and hybrid data analysis. The proposed approach combines spectral and fractal analysis to identify and neutralize cyber threats in real time. Isolation Forest, LOF, SVM and K-means clustering algorithms used for detecting anomalies in network traffic and technological processes. Cyberattacks in the power system modeling involves proposed configuration as a resistance opposed to modern threats.

MIREA - Russian Technological University (RU), Nizhny Novgorod State Technical University (RU)
Industry, innovation and infrastructure
Openalex Percentile: Top 83%
Network Security and Intrusion Detection
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