Author

Okuthe P. Kogeda

Tshwane University of Technology

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Review Open access Aug 2026

Energy Optimization Strategies in IoT-Based Wireless Sensor Networks: A Systematic Review

A systematic review evaluating a final cohort of n=86 contemporary energy management frameworks published between 2020 and 2026 highlights how the strategic integration of cohesive, cross-layer hybrid optimization strategies can mitigate active energy dissipation, providing actionable technical recommendations for futu...

David Ochola, Okuthe P. Kogeda · Digital · 1 citation

Open access Jul 2026

Machine Learning-Based Mobile Traffic Classification for QoS-Oriented Network Management

Although the experiments were conducted using a pre-5G mobile traffic dataset, the results demonstrate that supervised machine learning can effectively classify encrypted mobile application traffic and provide a practical foundation for application-aware QoS policy enforcement in future 5G and next-generation mobile ne...

Mohammed Aqeel Ismail, Okuthe P. Kogeda · De Computis · 0 citations

Jul 2026

Hierarchical Multi-Objective Learning for Context-Aware 5G Ran Slice Resource Allocation

Efficient coexistence of eMBB and URLLC services remains a critical challenge in AI-native Radio Access Networks (RANs). This paper proposes a two-timescale Hierarchical Reward Weighting (HRW) framework based on multiobjective reinforcement learning for context-aware O-RAN slicing under a Constrained Markov Decision Pr...

Charles Ssengonzi, Okuthe P. Kogeda, T. Olwal · 2026 ITU Kaleidoscope - AI a... · 0 citations