Search Results for author: Ioannis Panitsas

Found 2 papers, 0 papers with code

Predictive Handover Strategy in 6G and Beyond: A Deep and Transfer Learning Approach

no code implementations11 Apr 2024 Ioannis Panitsas, Akrit Mudvari, Ali Maatouk, Leandros Tassiulas

Next-generation cellular networks will evolve into more complex and virtualized systems, employing machine learning for enhanced optimization and leveraging higher frequency bands and denser deployments to meet varied service demands.

Transfer Learning

Constrained Reinforcement Learning for Adaptive Controller Synchronization in Distributed SDN

no code implementations21 Jan 2024 Ioannis Panitsas, Akrit Mudvari, Leandros Tassiulas

In software-defined networking (SDN), the implementation of distributed SDN controllers, with each controller responsible for managing a specific sub-network or domain, plays a critical role in achieving a balance between centralized control, scalability, reliability, and network efficiency.

reinforcement-learning Reinforcement Learning (RL)

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