Search Results for author: Hakan Erdol

Found 4 papers, 0 papers with code

xApp Distillation: AI-based Conflict Mitigation in B5G O-RAN

no code implementations3 Jul 2024 Hakan Erdol, Xiaoyang Wang, Robert Piechocki, George Oikonomou, Arjun Parekh

The advancements of machine learning-based (ML) decision-making algorithms created various research and industrial opportunities.

Decision Making Management

Federated Meta-Learning for Traffic Steering in O-RAN

no code implementations13 Sep 2022 Hakan Erdol, Xiaoyang Wang, Peizheng Li, Jonathan D. Thomas, Robert Piechocki, George Oikonomou, Rui Inacio, Abdelrahim Ahmad, Keith Briggs, Shipra Kapoor

In order to provide such services, 5G systems will support various combinations of access technologies such as LTE, NR, NR-U and Wi-Fi.

Management Meta-Learning

Sim2real for Reinforcement Learning Driven Next Generation Networks

no code implementations8 Jun 2022 Peizheng Li, Jonathan Thomas, Xiaoyang Wang, Hakan Erdol, Abdelrahim Ahmad, Rui Inacio, Shipra Kapoor, Arjun Parekh, Angela Doufexi, Arman Shojaeifard, Robert Piechocki

One of the main reasons is the modelling gap between the simulation and the real environment, which could make the RL agent trained by simulation ill-equipped for the real environment.

Data Interaction reinforcement-learning +1

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