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Multiscale Signal Processing Framework for Zero Trust Security in Next Generation Wireless Networks

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Author :  Ugoaghalam Uche James and Prof. Cajetan M. Akujuobi

Affiliation :  Prairie View A&M University

Country :  USA

Category :  Wireless Sensor Networks

Volume, Issue, Month, Year :  18, 3, June, 2026

Abstract :


The rapid transition of 5G and beyond-5G (5G/B5G) networks toward Service-Based Architecture (SBA), Software-Defined Networking (SDN), and Network Function Virtualization (NFV) has increased the vulnerability of core-network components, particularly the User Plane Function (UPF), to Distributed Denial-of-Service (DDoS) attacks. Existing detection approaches based on payload inspection, fixedresolution spectral methods, or stationary traffic assumptions are often ineffective in encrypted and highly dynamic wireless environments. This paper proposes a Multiscale Adaptive Signal Processing (MASP) framework that combines Discrete Wavelet Transform (DWT)-based traffic decomposition with Zero Trust Architecture (ZTA) enforcement for efficient metadata-driven anomaly detection. Using Daubechies db4 wavelets and sliding-window packet-rate analysis, the framework extracts multiscale energy features that distinguish persistent attack traffic from legitimate transient bursts. The model incorporates multiscale feature extraction, anomaly scoring, and sigmoid-based risk mapping to support adaptive Zero Trust decision-making. Evaluation on the CAIDA DDoS Attack 2007 dataset with synthetic flooding augmentation demonstrates detection performance ranging from 88.7% to 100.0% TPR, 1.4% to 3.9% FPR, F1-scores up to 99.4%, and detection latency as low as 0.6 s. Comparative results show that MASP outperforms CUSUM, STFT-based, entropy-based, and Isolation Forest methods while maintaining computational efficiency suitable for real-time deployment in 5G edge-UPF environments and encrypted traffic monitoring.

Keyword :  5G Security, Anomaly Detection, DDoS Mitigation, Discrete Wavelet Transform, Multiscale Analysis, Next-Generation Wireless Networks, Zero Trust Architecture.

Journal/ Proceedings Name :  International Journal of Wireless & Mobile Networks (IJWMN)

URL :  https://aircconline.com/ijwmn/V18N3/18326ijwmn01.pdf

User Name : MLAIJ
Posted 25-06-2026 on 18:49:25 AEDT



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