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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Neelakantan Pc

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Open access Oct 2026

Performance Improvement in QoS Metrics: Implementing Dynamic Power Allocation using Surrogate Optimization in Clustered NOMA for 5G and Beyond 5G Networks

This paper proposes a regression-based surrogate optimization framework for dynamic power allocation in downlink clustered Non-Orthogonal Multiple Access systems (NOMA). The inherent non-convexity of the power allocation problem is addressed, and user power coefficients are adaptively optimized using a Karush-Kuhn-Tuck...

Lekshmi Nair M, Neelakantan Pc · 0 citations
Review Open access Jul 2026

Evolution of Power Allocation Techniques in NOMA: Advancing 5G Toward 6G Networks

A focused review of power allocation strategies in NOMA is presented, with emphasis on the progression from static and optimization-based dynamic schemes to data-driven Artificial Intelligence (AI) and Machine Learning (ML) driven approaches.

Lekshmi Nair M, Neelakantan Pc · 0 citations

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