IMDEA Networks
User Publications
CloudRIC: Open Radio Access Network (O-RAN) Virtualization with Shared Heterogeneous Computing
Leonardo Lo Schiavo, Ginés García-Avilés, Andres Garcia-Saavedra, Marco Gramaglia, Marco Fiore, Albert Banchs, Xavier Costa-Perez
10.1145/3636534.3649381. ACM International Conference on Mobile Computing and Networking. Washington, D.C., USA. October 2024
Explainable and Transferable Loss Meta-Learning for Zero-Touch Anticipatory Network Management
Alan Collet, Antonio Bazco-Nogueras, Albert Banchs, Marco Fiore
IEEE Transactions on Network and Service Management. 10.1109/TNSM.2024.3377442. Volume 21 , IEEE. ISSN: 1932-4537. June 2024
Learning to Learn How to Manage Network Resources with Loss Function Meta-Learning (Accepted for publication)
Alan Collet, Antonio Bazco-Nogueras, Albert Banchs, Marco Fiore
IEEE Communications Magazine. IEEE. ISSN: 1558-1896. January 2024
ATHENA: Machine Learning and Reasoning for Radio Resources Scheduling in vRAN systems
Nikolaos Apostolakis, Marco Gramaglia, Livia Elena Chatzieleftheriou, Tejas Subramanya, Albert Banchs, Henning Sanneck
IEEE Journal on Selected Areas in Communications. 10.1109/JSAC.2023.3336155. November 2023
kaNSaaS: Combining Deep Learning and Optimization for Practical Overbooking of Network Slices
Sergi Alcalá-Marín, Antonio Bazco-Nogueras, Albert Banchs, Marco Fiore
ACM International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing. Washington D.C, USA. October 2023
Energy-Aware Adaptive Scaling of Server Farms for NFV with Reliability Requirements
Jesús Pérez-Valero, Albert Banchs, Pablo Serrano, Jorge Ortin, Jaime García-Reinoso, Xavier Costa-Perez
IEEE Transactions on Mobile Computing. 10.1109/TMC.2023.3288604. June 2023
Digital Twins for Next-Generation Mobile Networks: Applications and Solutions
Nikolaos Apostolakis, Livia Elena Chatzieleftheriou, Dario Bega, Marco Gramaglia, Albert Banchs
IEEE Communications Magazine. 10.1109/MCOM.001.2200854. IEEE. ISSN: 1558-1896. May 2023
AutoManager: a Meta-Learning Model for Network Management from Intertwined Forecasts
Alan Collet, Antonio Bazco-Nogueras, Albert Banchs, Marco Fiore
IEEE International Conference on Computer Communications. New York, United States. May 2023
Forecasting for Network Management with Joint Statistical Modelling and Machine Learning
Leonardo Lo Schiavo, Marco Fiore, Marco Gramaglia, Albert Banchs, Xavier Costa-Perez
10.1109/WoWMoM54355.2022.00028. IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks. Belfast, UK. June 2022
LossLeaP: Learning to Predict for Intent-Based Networking
Alan Collet, Albert Banchs, Marco Fiore
IEEE International Conference on Computer Communications. virtual. May 2022
LOKO: Localization-aware Roll-out Planning for Future Mobile Networks
Antonio Albanese, Vincenzo Sciancalepore, Albert Banchs, Xavier Costa-Perez
IEEE Transactions on Mobile Computing. 10.1109/TMC.2022.3168076. April 2022
Monitoring Platform Evolution towards Serverless Computing for 5G and Beyond Systems
Ramón Pérez, Priscilla Benedetti, Matteo Pergolesi, Jaime García-Reinoso, Aitor Zabala, Pablo Serrano, Mauro Femminella, Gianluca Reali, Kris Steenhaut, Albert Banchs
IEEE Transactions on Network and Service Management. IEEE. February 2022
Analysis of scaling policies for NFV providing 5G/6G reliability levels with fallible servers
Jorge Ortin, Pablo Serrano, Jaime García-Reinoso, Albert Banchs
IEEE Transactions on Network and Service Management. IEEE. January 2022
Nuberu: Reliable RAN virtualization in shared platforms
Ginés García, Andres Garcia-Saavedra, Marco Gramaglia, Xavier Costa-Perez, Pablo Serrano, Albert Banchs
Proceedings of the 27th Annual International Conference on Mobile Computing and Networking. New Orleans, USA. October 2021
Network Intelligence in 6G: challenges and opportunities
Albert Banchs, Marco Fiore, Andres Garcia-Saavedra, Marco Gramaglia
ACM International Workshop on Mobility in the Evolving Internet Architecture (MobiArch), held in conjunction with MobiCom 2021. New Orleans, United States. October 2021
Alviu: An Intent-Based SD-WAN Orchestrator of Network Slices for Enterprise Networks
Ramón Pérez, Aitor Zabala, Albert Banchs
International Conference on Network Softwarization. Tokyo, Japan. June 2021
A Performance Comparison of Virtualization Techniques to Deploy a 5G Monitoring Platform
Ramón Pérez, Priscilla Benedetti, Matteo Pergolesi, Jaime García-Reinoso, Aitor Zabala, Pablo Serrano, Mauro Femminella, Gianluca Reali, Albert Banchs
2021 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit). Porto, Portugal. June 2021
An experimental publish-subscribe monitoring assessment to Beyond 5G networks
Ramón Pérez, Jaime García-Reinoso, Aitor Zabala, Pablo Serrano, Albert Banchs
EURASIP Journal on Wireless Communications and Networking. Volume 2021 , SpringerOpen. April 2021
vrAIn: Deep Learning based Orchestration for Computing and Radio Resources in vRANs
Jose A. Ayala-Romero, Andres Garcia-Saavedra, Marco Gramaglia, Xavier Costa-Perez, Albert Banchs, Juan J. Alcaraz
IEEE Transactions on Mobile Computing. 10.1109/TMC.2020.3043100. IEEE Communications Society. ISSN: 1536-1233. December 2020
AI-Based Autonomous Control, Management, and Orchestration in 5G: From Standards to Algorithms
Dario Bega, Marco Gramaglia, Ramón Pérez, Marco Fiore, Albert Banchs, Xavier Costa-Perez
IEEE Network. 10.1109/MNET.001.2000047. Volume 34 , IEEE. December 2020
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