Reinforcement Learning vs. Computational Intelligence: Comparing Service Management Approaches for the Cloud Continuum

F Poltronieri, C Stefanelli, M Tortonesi, M Zaccarini - Future Internet, 2023 - mdpi.com
Modern computing environments, thanks to the advent of enabling technologies such as
Multi-access Edge Computing (MEC), effectively represent a Cloud Continuum, a capillary …

QoS-aware service migration in multi-access edge compute using closed-loop adaptive particle swarm optimization algorithm

S Velrajan, V Ceronmani Sharmila - Journal of Network and Systems …, 2023 - Springer
In the 5G network, hosting services in multi-access edge compute (MEC) infrastructure is a
crucial enabler to achieving the high bandwidth and low latency targets for various …

Improving network delay predictions using GNNs

M Farreras, P Soto, M Camelo, L Fàbrega… - Journal of Network and …, 2023 - Springer
Autonomous network management is crucial for Fifth Generation (5G) and Beyond 5G (B5G)
networks, where a constantly changing environment is expected and network configuration …

Improving Network Delay Predictions Using GNNs

M Farreras Casamort, P Soto… - Journal of Network …, 2023 - dugi-doc.udg.edu
Autonomous network management is crucial for Fifth Generation (5G) and Beyond 5G (B5G)
networks, where a constantly changing environment is expected and network configuration …