16 citations · 22 across the 6 of their papers we have counts for
3 papers · 1 filter
Enhancing AI Transparency: XRL-Based Resource Management and RAN Slicing for 6G ORAN Architecture
Suvidha Mhatre, Ferran Adelantado, Kostas Ramantas +1
This research introduces an advanced Explainable Artificial Intelligence (XAI) framework designed to elucidate the decision-making processes of Deep Reinforcement Learning (DRL) ag…
Intelligent QoS aware slice resource allocation with user association parameterization for beyond 5G ORAN based architecture using DRL
Suvidha Mhatre, Ferran Adelantado, Kostas Ramantas +1
The diverse requirements of beyond 5G services increase design complexity and demand dynamic adjustments to the network parameters. This can be achieved with slicing and programmab…
AIaaS for ORAN-based 6G Networks: Multi-time Scale Slice Resource Management with DRL
Suvidha Mhatre, Ferran Adelantado, Kostas Ramantas +1
This paper addresses how to handle slice resources for 6G networks at different time scales in an architecture based on an open radio access network (ORAN). The proposed solution i…