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MULTISCALE SIGNAL PROCESSING FRAMEWORK FOR ZERO TRUST SECURITY IN NEXTGENERATION WIRELESS NETWORKS

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Author :  Ugoaghalam Uche James

Affiliation :  Electrical and Computer Engineering Department, College of Engineering, Prairie View A&M University, Prairie View, TX 77446, USA

Country :  United States

Category :  Electrical Engineering

Volume, Issue, Month, Year :  Vol.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 :  Cajetan M. Akujuobi

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

URL :  https://airccse.org/journal/jwmn_current26.html

User Name : ugoaghalam
Posted 01-07-2026 on 20:51:08 AEDT



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