3 papers
cs.LG2024
Online Learning for Function Placement in Serverless Computing
Wei Huang, Richard Combes, Andrea Araldo +2
We study the placement of virtual functions aimed at minimizing the cost. We propose a novel algorithm, using ideas based on multi-armed bandits. We prove that these algorithms lea…
cs.NI2023
Joint Routing and Energy Optimization for Integrated Access and Backhaul with Open RAN
Gabriele Gemmi, Maxime Elkael, Michele Polese +3
Energy consumption represents a major part of the operating expenses of mobile network operators. With the densification foreseen with 5G and beyond, energy optimization has become…
math.OC2021
Optimal control policies for resource allocation in the Cloud: comparison between Markov decision process and heuristic approaches
Thomas Tournaire, Hind Castel-Taleb, Emmanuel Hyon
We consider an auto-scaling technique in a cloud system where virtual machines hosted on a physical node are turned on and off depending on the queue's occupation (or thresholds),…