29 citations · 106 across the 17 of their papers we have counts for
Showing 2022Show all
3 papers · 1 filter
cs.LG2022
A Generative Approach for Production-Aware Industrial Network Traffic Modeling
Alessandro Lieto, Qi Liao, Christian Bauer
The new wave of digitization induced by Industry 4.0 calls for ubiquitous and reliable connectivity to perform and automate industrial operations. 5G networks can afford the extrem…
cs.NI2022
Knowledge Transfer in Deep Reinforcement Learning for Slice-Aware Mobility Robustness Optimization
Qi Liao, Tianlun Hu, Dan Wellington
The legacy mobility robustness optimization (MRO) in self-organizing networks aims at improving handover performance by optimizing cell-specific handover parameters. However, such…
cs.NI2022
Inter-Cell Slicing Resource Partitioning via Coordinated Multi-Agent Deep Reinforcement Learning
Tianlun Hu, Qi Liao, Qiang Liu +2
Network slicing enables the operator to configure virtual network instances for diverse services with specific requirements. To achieve the slice-aware radio resource scheduling, d…