BeGREEN: Beyond 5G Energy Efficient Networking by Hardware Acceleration and AI-Driven Management of Network Functions

Information

BeGREEN Position Paper This paper presents a technical overview of BeGREEN…

Author/Speaker/Contributor

Mir Ghoraishi (Gigasys Solutions), Miguel Catalan-Cid (i2CAT), Vladica Sark (IHP),…

Event/Publication

EuCNC 2023

Date

June 2023

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BeGREEN Intelligent Plane for AI-driven Energy Efficient O-RAN management

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Cellular networks are undergoing a revolutionary transform with the advent…

Author/Speaker/Contributor

Miguel Catalan-Cid i2CAT Foundation, Spain, Jorge Pueyo, Juan Sanchez-Gonzalez, Jesus…

Event/Publication

2024 Joint European Conference on Networks and Communications & 6G…

Date

July 2024

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Policy-Guided ML for Energy Savings: Cell On/Off Switching under Operator QoS Constraints in Real 5G Networks

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Energy efficiency is a critical concern in the deployment and…

Author/Speaker/Contributor

David Reiss, Miguel Catalan-Cid, Daniel Camps, Oriol Sallent

Event/Publication

27th International Conference on Modeling, Analysis and Simulation of Wireless…

Date

October 2025

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AegisRAN: A Fair and Energy-Efficient Computing Resource Allocation Framework for vRANs

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The virtualization of Radio Access Networks (vRAN) is rapidly becoming…

Author/Speaker/Contributor

Ethan Sanchez Hidalgo, Jose A. Ayala-Romero, J. Xavier Salvat Lozano,…

Event/Publication

IEEE Transactions on Mobile Computing

Date

October 2025

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Echoes: An Open RAN-Enabled System for Indoors Localization Using Smart Surfaces

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Indoor localization systems are poised to revolutionize mobile applications, enabling…

Author/Speaker/Contributor

Pau Baguer, J. Xavier Salvat Lozano, Guillermo Encinas Lago, Placido…

Event/Publication

IEEE Open Journal of the Communications Society

Date

August 2025

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Quantifying the Energy-Saving and QoS Trade-Off in Traffic Offloading for Real 4G/5G Scenarios

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Despite the potential for higher energy efficiency in 5G networks,…

Author/Speaker/Contributor

David Reiss, Miguel Catalan-Cid, Daniel Camps, Oriol Sallent

Event/Publication

IEEE ICC 2025 Fourth International Workshop on Green and Sustainable…

Date

June 2025

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Comparative Analysis of Reconfigurable Intelligent Surfaces and Relay Nodes for Energy Saving

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Different technologies are currently being investigated to reduce the energy…

Author/Speaker/Contributor

Jordi Pérez-Romero, J. Xavier Salvat Lozano, Jose A. Ayala-Romero, Oriol…

Event/Publication

Joint European Conference on Networks and Communications & 6G Summit…

Date

June 2025

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FairRIC: Real-time Fair Allocation in O-RAN with Shared Computing

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The deployment of O-RAN systems on general-purpose computing platforms represents…

Author/Speaker/Contributor

Fatih Aslan, Jose A. Ayala-Romero, Andres Garcia-Saavedra, Xavier Costa-Perez, George…

Event/Publication

IEEE INFOCOM 2025 - IEEE Conference on Computer Communications

Date

May 2025

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Demo: BeGREEN Intelligence Plane for AI-driven Energy Efficient O-RAN management

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Cellular networks management is being enhanced by O-RAN architecture and…

Author/Speaker/Contributor

Miguel Catalan-Cid, German Castellanos, David Reiss, Joss Armstrong

Event/Publication

IEEE INFOCOM 2025 - IEEE Conference on Computer Communications Workshops…

Date

May 2025

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Kairos: Energy-Efficient Radio Unit Control for O-RAN via Advanced Sleep Modes

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The high energy footprint of 5G base stations, particularly the…

Author/Speaker/Contributor

Josep Xavier Salvat, Jose A. Ayala-Romero, Andres Garcia-Saavedra, Xavier Costa-Perez

Event/Publication

IEEE INFOCOM 2025 - IEEE Conference on Computer Communications

Date

May 2025

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MemorAI: Energy-Efficient Last-Level Cache Memory Optimization for Virtualized RANs.

This paper investigates cache memory allocation mechanisms’ effectiveness in reducing total energy consumption.

Information

The virtualization of Radio Access Networks (vRAN) is well on…

Author/Speaker/Contributor

Ethan Sanchez, J. Xavier Salvat, Jose A. Ayala-Romero, Andres Garcia-Saavedra,…

Event/Publication

IEEE International Conference on Machine Learning for Communication and Networking…

Date

August 2024

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Mean-Field Multi-Agent Contextual Bandit for Energy-Efficient Resource Allocation in vRANs

In this paper, we gather data from our experimental platform and compare the performance and energy consumption of a HA (NVIDIA GPU V100) vs. a CPU (Intel Xeon Gold 6240R, 16 cores) for energy-friendly software processing.

Information

Radio Access Network (RAN) virtualization, key for new-generation mobile networks,…

Author/Speaker/Contributor

Jose A. Ayala-Romero, Leonardo Lo Schiavo, Andres Garcia-Saavedra, Xavier Costa-Perez

Event/Publication

IEEE INFOCOM 2024 - IEEE Conference on Computer Communications

Date

August 2024

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Pre-Emptive Conflict Detection Architecture for O-RAN Service Management and Orchestration

This paper proposes an extension to the O-RAN SMO architecture to incorporate a component that can predict when configuration changes are likely to degrade network performance.

Information

The evolution of telecommunications networks from closed to open architectures…

Author/Speaker/Contributor

Joss Armstrong, Enda Fallon, Sheila Fallon

Event/Publication

IEEE International Conference on Industry 4.0, Artificial Intelligence, and Communications…

Date

August 2024

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Assessment of Energy Savings in Relay-Assisted 5G and Beyond Radio Access Networks

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Reducing the overall energy consumption in mobile networks is currently…

Author/Speaker/Contributor

J. Pérez-Romero, O. Ruiz, O. Sallent

Event/Publication

IEEE

Date

July 2024

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Attacking O-RAN Interfaces: Threat Modeling, Analysis and Practical Experimentation

Acknowledging the new security challenges arising from the expanded threat surface, O-RAN WG11 provides procedures to identify threats and assess and mitigate risks.

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A new generation of open and disaggregated Radio Access Networks…

Author/Speaker/Contributor

Pau Baguer, Girma M Yilma, Esteban Municio, Gines Garcia-Aviles, Andres…

Event/Publication

IEEE Open Journal of the Communications Society

Date

July 2024

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Enabling Beyond-Visual-Line-of-Sight Drones Operation over Open RAN 5G Networks with Slicing

While current 5G technologies promise to meet the performance requirements in terms of throughput and latency, there is a lack of studies regarding how to achieve full reliability in practice.

Information

Among the foretold claims of the transition from 5G to…

Author/Speaker/Contributor

Pau Baguer, Esteban Municio, Gines Garcia-Aviles, Xavier Costa-Perez

Event/Publication

IEEE Network Magazine

Date

July 2024

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YinYangRAN: Resource Multiplexing in GPU-Accelerated Virtualized RANs

RAN virtualization is revolutionizing the telco in- dustry, enabling 5G Distributed Units to run using general- purpose platforms equipped with Hardware Accelerators (HAs).

Information

RAN virtualization is revolutionizing the telco in- dustry, enabling 5G…

Author/Speaker/Contributor

Leonardo Lo Schiavo, Jose A. Ayala-Romero, Andres Garcia-Saavedra, Marco Fiore,…

Event/Publication

IEEE

Date

May 2024

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Open Experimental Measurements of Sub-6GHz Reconfigurable Intelligent Surfaces

In this paper, we present two datasets that we make publicly available for research.

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In this paper, we present two datasets that we make…

Author/Speaker/Contributor

Marco Rossanese, Placido Mursia, Andres Garcia-Saavedra, Vincenzo Sciancalepore, Arash Asadi,…

Event/Publication

IEEE Internet Computing

Date

April 2024

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AI-ready energy modelling for next generation RAN

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Abstract: Recent sustainability drives place energy-consumption metrics in centre-stage for…

Author/Speaker/Contributor

Kishan Sthankiya, Keith Briggs, Mona Jaber, Richard Clegg

Event/Publication

IEEE Wireless Communications and Networking Conference (WCNC), April 21-23,…

Date

April 2024

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Space and time user distribution measurements dataset in a university campus

Information

Radio Resource Management (RRM) strategies are essential components in mobile…

Author/Speaker/Contributor

Olga Ruiz, Juan Sánchez-González, Jordi Pérez-Romero, Oriol Sallent, Irene Vilà

Event/Publication

Compute Networks

Date

March 2024

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AIRIC: Orchestration of virtualized radio access networks with noisy neighbours

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Radio Access Networks virtualization (vRAN) is on its way becoming…

Author/Speaker/Contributor

J. X. Salvat Lozano, A. Garcia-Saavedra, X. Li, and X.…

Event/Publication

IEEE Journal on Selected Areas in Communications

Date

February 2024

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Fair Resource Allocation in Virtualized O-RAN Platforms

This paper presents first a series of experiments which assess the O-Cloud's energy costs and their dependency on the servers' hardware, capacity and data traffic properties which, typically, change over time.

Information

(Best Student Paper Award) Abstract- O-RAN systems and their deployment in…

Author/Speaker/Contributor

Fatih Aslan, George Iosifidis, Jose A. Ayala-Romero, Andres Garcia-Saavedra, Xavier…

Event/Publication

Proceedings of the ACM on Measurement and Analysis of Computing…

Date

February 2024

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Risk-Aware Continuous Control with Neural Contextual Bandits

In this paper, we propose a risk-aware decision-making framework for contextual bandit problems, accommodating constraints and continuous action spaces.

Information

Recent advances in learning techniques have garnered attention for their…

Author/Speaker/Contributor

Jose A. Ayala-Romero, Andres Garcia-Saavedra, and Xavier Costa-Perez

Event/Publication

The38th Annual Conference on Artificial Intelligence

Date

December 2023

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EdgeBOL: A Bayesian Learning Approach for the Joint Orchestration of vRANs and Mobile Edge AI

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This article proposed a Bayesian learning framework for jointly configuring…

Author/Speaker/Contributor

Jose A. Ayala-Romero, et al. (NEC)

Event/Publication

IEEE/ACM Transactions on Networking

Date

December 2023

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A Tutorial on the Characterisation and Modelling of Low Layer Functional Splits for Flexible Radio Access Networks in 5G and Beyond

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The centralization of baseband (BB) functions in a radio access…

Author/Speaker/Contributor

J. Pérez-Romero, O. Sallent, A. Gelonch, X. Gelabert, B. Klaiqi,…

Event/Publication

IEEE Communications Surveys & Tutorials

Date

December 2023

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Understanding the Performance and Power Saving Tradeoffs of Server Sleep States

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This paper presents a technical overview of BeGREEN project and…

Author/Speaker/Contributor

A. Griffiths, A. Morsman and P. Veitch (BT)

Event/Publication

IEEE International Conference on Cloud Networking 2023 (CloudNet’23)

Date

November 2023

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Exploiting Cell Similarities in a Radio Access Network to Enhance Explainability for Autonomic Network Management Systems

Information

Modern telecommunications networks are highly complex and require constant real-time…

Author/Speaker/Contributor

J. Armstrong (LMI) and S. Fallon and E. Fallon (TUS)

Event/Publication

12th International Conference on Control, Automation and Information Sciences (ICCAIS…

Date

November 2023

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Deep Learning-based Algorithm for Optimizing Relay User Equipment Activation in 5G Cellular Networks

This article addresses the problem of optimally using the relay capabilities of user equipment (UE) to augment the radio access network (RAN) in 5G deployments and beyond.

Information

This article addresses the problem of optimally using the relay…

Author/Speaker/Contributor

Juan Jesús Hernández-Carlón, Jordi Pérez-Romero, Oriol Sallent, Irene Vilà and…

Event/Publication

IEEE Transactions on Vehicular Technology

Date

October 2023

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Dimensionality Reduction for Optimization of Radio Base Station Transmission Based on Energy Efficiency

Information

Large amounts of data are available to determine the current…

Author/Speaker/Contributor

Joss Armstrong (LMI), Enda Fallon,

Event/Publication

2023 IEEE 64th International Scientific Conference on Information Technology and…

Date

October 2023

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O-RAN: Analysis of Latency-Critical Interfaces and Overview of Time Sensitive Networking Solutions

Information

Another quality publication by the team on 'Analysis of Latency-Critical…

Author/Speaker/Contributor

E. Municio, G. Garcia-Aviles, A. Garcia-Saavedra; X. Costa-Pérez

Event/Publication

IEEE Communications Standards Magazine

Date

September 2023

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Open Radio Access Networks (O-RAN) Experimentation Platform: Design and Datasets

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The Open Radio Access Network (O-RAN) Alliance is driving the…

Author/Speaker/Contributor

J. Xavier Salvat, et al.,

Event/Publication

IEEE Communications Magazine, (Volume:61, Issue: 9)

Date

September 2023

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Optimizing antenna beamforming with quantum computing

We show how the maximization problem can be rigorously solved by reformulating it as a sequence of quadratic (but non-convex) minimization problems.

Information

We consider beamforming with largescale antenna arrays in which the…

Author/Speaker/Contributor

Keith Briggs

Event/Publication

EuCAP 2023

Date

March 2023

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On the Design of a Network Digital Twin for the Radio Access Network in 5G and Beyond

Information

A Network Digital Twin (NDT) is a high-fidelity digital mirror…

Author/Speaker/Contributor

Irene Vilà, Oriol Sallent, Jordi Pérez-Romero

Event/Publication

Sensors

Date

January 2023

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