AI-powered eVolution towards opEn and secuRe edGe architEctures

Informazioni relative al progetto

VERGE

ID dell’accordo di sovvenzione: 101096034

DOI

10.3030/101096034

Progetto chiuso

Data della firma CE 22 Novembre 2022

Data di avvio 1 Gennaio 2023

Data di completamento 30 Giugno 2025

Finanziato da

• Digital, Industry and Space

Costo totale

€ 5 263 796,86

Contributo UE

€ 4 898 437,50

Coordinato da

UNIVERSITAT POLITECNICA DE CATALUNYA
Spain

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Documents, reports (4)

Initial design of VERGE solutions for security, privacy and trustworthiness for AI

This report will present the initial design of the solutions for secure and trustworthy AI in the VERGE edge computing architecture. This will include the initial formulation and assessment of the solutions against security and privacy attack threats, the DLT solutions, including blockchain, to enable data sharing in massive XR networks and the solutions for explainable, safe and causal RL models.

Report on VERGE’s open dataspace (v1)

Describes all the measurements that will be planned in VERGE. Reports the specific measurements available in VERGE’s open dataspace at the time of writing.

First report on VERGE edge intelligence and network management

This document will gather the preliminary design of the AI for edge solutions envisioned by VERGE. It will describe the AI technical and operational requirements, the demanded input metrics as well as the definition of the outputs, and the measurable KPIs that will be used for assessing the distinct solutions. The document will also describe how WP3 solutions will interconnect with WP2, and what interfaces would be needed to gather data and implement action policies.

First report on VERGE Edge4AI design

This document will present the initial design of the Edge4AI proposed in VERGE. It will first describe the programming models and practices selected for the distribution and parallelisation of application and network function workflows. Then a description of the edge4AI software components operating in isolation will be presented, whereas a first specification of the required interfaces for the integrations among them will be defined. Finally, an initial version of the cognitive framework will be delivered, covering a limited amount of provided metrics and functionalities.

Pubblicazioni

Conference proceedings (36)

Federated Learning Games for Reconfigurable Intelligent Surfaces via Causal Representations

Autori: C. B. Chaaya, S. Samarakoon, M. Bennis,
Pubblicato in: IEEE Global Communications Conference (GLOBECOM), 2023, ISSN 2576-6813
Editore: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437657

Deep Neural Network Model for Dynamic Functional Split Management in Beyond 5G

Autori: David Campoy, Jordi Pérez-Romero, Oriol Sallent, Antoni Gelonch, Xavier Gelabert, Bleron Klaiqi
Pubblicato in: 2025 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), 2025
Editore: IEEE
DOI: 10.1109/ICMLCN64995.2025.11140468

Sample-Efficient Blockage Prediction and Handover Using Causal Reinforcement Learning

Autori: Tamizharasan Kanagamani, Jishnu Sadasivan, Serene Banerjee
Pubblicato in: 2024 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT), 2024
Editore: IEEE
DOI: 10.1109/CONECCT62155.2024.10677092

On the Impact of PRB Load Uncertainty Forecasting for Sustainable Open RAN

Autori: Vaishnavi Kasuluru, Luis Blanco, Cristian J. Vaca-Rubio, Engin Zeydan
Pubblicato in: 2024 IEEE 35th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2024
Editore: IEEE
DOI: 10.1109/PIMRC59610.2024.10817286

Wireless Time-Triggered Federated Learning with Adaptive Local Training Optimization

Autori: X. Zhou, Y. Deng, H. Xia, S. Wu
Pubblicato in: IEEE INFOCOM 2023 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), 2023, ISSN 2833-0587
Editore: IEEE
DOI: 10.1109/INFOCOMWKSHPS57453.2023.10226087

Enabling Innovation through VERGE's Open Data Space based on 5G Network

Autori: S. Kosu, G. Kalem
Pubblicato in: "Wireless World Research Forum Meeting 50 (WWRF #50)", 2024
Editore: WWRF

The Use Case of Beyond-5G and Edge Computing for XR-driven Collaborative Design

Autori: G. Kalem, M. A. Durmaz, I. Güzel, G. Kesik, C. Gordy
Pubblicato in: "Wireless World Research Forum Meeting 49 (WWRF #49)", 2023
Editore: WWRF
DOI: 10.5281/ZENODO.14712404

Deep Reinforcement Learning-Based Adversarial Defense in Vehicular Communication Systems

Autori: Roshan Sedar, Charalampos Kalalas, Francisco Vázquez-Gallego, Jesus Alonso-Zarate
Pubblicato in: ICC 2024 - IEEE International Conference on Communications, 2024
Editore: IEEE
DOI: 10.1109/ICC51166.2024.10622762

Advanced Edge Computing Architecture for AI-Driven Automation and Slicing in Beyond 5G

Autori: Elli Kartsakli, Oriol Salient, Joan Pujol Roig, Jordi Pérez-Romero, Irene Vilà, Nikolaos Bartzoudis, Utku Gülen, Semiha Kosu, Oluwatayo Kolawole, Xin Tao, Swarup Kumar Mohalik, Angelos Antonopoulos, Charalampos Kalalas, Eduardo Quiñones
Pubblicato in: 2024 IEEE/ACM 17th International Conference on Utility and Cloud Computing (UCC), 2025
Editore: IEEE
DOI: 10.1109/UCC63386.2024.00052

Digital Twin as a Service for 6G Radio Access Networks: Functional Model and Key Challenges

Autori: David Campoy, Irene Vilà, Jordi Pérez-Romero, Oriol Sallent
Pubblicato in: 2025 31st International Conference on Telecommunications (ICT), 2025
Editore: IEEE
DOI: 10.1109/ICT65093.2025.11046305

Expanding Edge Computing deeper into Beyond 5G Radio Access Networks

Autori: I. Vilà, O. Sallent, J. Pérez-Romero
Pubblicato in: 9th IEEE Conference on Network Softwarization - 2nd International Workshop on Edge Network Softwarization (ENS), 2023, ISSN 2693-9789
Editore: IEEE
DOI: 10.1109/NetSoft57336.2023.10175479

5G Technology, Product Lifecycle Management Integration, Fast Image Processing and Data Sharing

Autori: Ö. Ozturk
Pubblicato in: Balkan 11th International Conference on Applied Sciences (BICSS), 2024, ISBN 978-625-6830-98-1
Editore: Academy Global Publishing House

Edge4AI: Enabling intelligent edge automation and AI lifecycle management for Beyond 5G networks

Autori: E. Kartsakli, N. Bartzoudis, A. Antonopoulos, F. Buining, T. Metsch, J. Pujol Roig, S. Kosu, Y. Deng, J. Pérez-Romero, O. Sallent
Pubblicato in: European Conference on Networks and Communications & 6G Summit (EuCNC’25),, 2025
Editore: EuCNC
DOI: 10.5281/ZENODO.15878533

Low Layer Functional Split Management in 5G and Beyond: Architecture and Self-adaptation

Autori: Jordi Pérez-Romero, Oriol Sallent, David Campoy, Antoni Gelonch, Xavier Gelabert, Bleron Klaiqi
Pubblicato in: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), 2024
Editore: IEEE
DOI: 10.1109/ISWCS61526.2024.10639176

AI-Powered Edge Computing Evolution for Beyond 5G Communication Networks

Autori: Elli Kartsakli; Jordi Perez-Romero; Oriol Sallent; Nikolaos Bartzoudis; Valerio Frascolla; Swarup Kumar Mohalik; Thiis Metsch; Angelos Antonopoulos; Ömer Faruk Tuna; Yansha Deng; Xin Tao; Maria A. Serrano; Eduardo Quiñones
Pubblicato in: 2023 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2023, ISSN 2575-4912
Editore: IEEE
DOI: 10.1109/EuCNC/6GSummit58263.2023.10188371

A Flexible, Efficient and Robust Method for AI-driven Power Control in D-MIMO

Autori: Ö. F. Tuna, F. E. Kadan
Pubblicato in: 2023 IEEE International Mediterranean Conference on Communications and Networking (MeditCom), 2023, ISBN 979-8-3503-3373-2
Editore: IEEE
DOI: 10.1109/MeditCom58224.2023.10266651

Causal Policy Gradient for End-to-End Communication Systems

Autori: S. Shirodkar, S. Banerjee
Pubblicato in: IEEE 16th International Conference on COMmunication Systems & NETworkS (COMSNETS), 2024, ISSN 2155-2509
Editore: IEEE
DOI: 10.1109/COMSNETS59351.2024.10426936

Asynchronous Federated Learning via Over-the-Air Computation

Autori: Zijian Zheng, Yansha Deng, Xiaonan Liu, Arumugam Nallanathan
Pubblicato in: GLOBECOM 2023 - 2023 IEEE Global Communications Conference, 2023
Editore: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437951

Emergent Communication Protocol Learning for Task Offloading in Industrial Internet of Things

Autori: S. Mostafa, M. P. Mota, A. Valcarce, M. Bennis,
Pubblicato in: IEEE Global Communications Conference (GLOBECOM), 2023, ISSN 2576-6813
Editore: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437954

OmniFORE: Attention-Based Generalization Framework for Edge-Cloud Workload Predictions

Autori: B. Gort, G. Kibalya, A. Umbert, A. Antonopoulos
Pubblicato in: 30th IEEE Symposium on Computers and Communications (ISCC), 2025
Editore: IEEE

XAI-driven Model Design for Resource Utilization Forecasting in Cloud-native 6G Networks

Autori: Lazaros Liatsas, Godfrey Mirondo Kibalya, Angelos Antonopoulos
Pubblicato in: 2024 IEEE International Mediterranean Conference on Communications and Networking (MeditCom), 2024
Editore: IEEE
DOI: 10.1109/MeditCom61057.2024.10621360

Advancing Orchestration: Leveraging Distance Functions to Meet Application Intents

Autori: Maria Daniela Leite de Souza, Thijs Metsch
Pubblicato in: 2024 IEEE/ACM 17th International Conference on Utility and Cloud Computing (UCC), 2025
Editore: IEEE
DOI: 10.1109/UCC63386.2024.00020

ReLVaaS: Verification-as-a-Service to Analyze Trustworthiness of RL-based Solutions in 6G Networks

Autori: Xin Tao, Irene Vilà, Swarup Kumar Mohalik, Jordi Pérez-Romero, Oriol Sallent
Pubblicato in: 2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS), 2025
Editore: IEEE
DOI: 10.1109/COMSNETS63942.2025.10885660

Task-oriented and Semantics-aware Communications for Augmented Reality

Autori: Zhe Wang, Yansha Deng
Pubblicato in: GLOBECOM 2023 - 2023 IEEE Global Communications Conference, 2023
Editore: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437075

Threat Modeling of AI-as-a-Service Framework

Autori: Utku Gülen, Ömer Faruk Tuna, Boubakr Nour, Zakaria Laaroussi, Leyli Karaçay, Ferhat Karakoç
Pubblicato in: 2024 20th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), 2024
Editore: IEEE
DOI: 10.1109/WIMOB61911.2024.10770432

Joint Model Pruning and Resource Allocation for Wireless Time-triggered Federated Learning

Autori: Xinlu Zhang, Yansha Deng, Toktam Mahmoodi
Pubblicato in: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, 2025
Editore: IEEE
DOI: 10.1109/GLOBECOM52923.2024.10901166

On the Deployment of an AI-driven Power Control Mechanism for D-MIMO in Beyond 5G Scenarios

Autori: Jordi Pérez-Romero, Ömer Faruk Tuna, Oriol Sallent, Nikolaos Bartzoudis, Elli Kartsakli, Oluwatayo Kolawole, Irene Vilà, Maria A. Serrano, Utku Gülen
Pubblicato in: 2024 IEEE Conference on Standards for Communications and Networking (CSCN), 2025
Editore: IEEE
DOI: 10.1109/CSCN63874.2024.10849691

Enhancing Cloud-Native Resource Allocation with Probabilistic Forecasting Techniques in O-RAN

Autori: Vaishnavi Kasuluru, Luis Blanco, Engin Zeydan, Albert Bel, Angelos Antonopoulos
Pubblicato in: 2024 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2024
Editore: IEEE
DOI: 10.1109/EUCNC/6GSUMMIT60053.2024.10597068

Resource Optimization for Tail-Based Control in Wireless Networked Control Systems

Autori: Rasika Vijithasena, Rafaela Scaciota, Mehdi Bennis, Sumudu Samarakoon
Pubblicato in: 2024 IEEE 35th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2024
Editore: IEEE
DOI: 10.1109/PIMRC59610.2024.10817284

An Evolutionary Edge Computing Architecture for Beyond 5G Era

Autori: E. Kartsakli, J. Perez-Romero, N. Bartzoudis, O. Sallent, O. Kolawole, X. Tao, S. K. Mohalik, T. Mach , S. Liu,Y. Deng, G. Mando, A. Antonopoulos, V. Frascolla, S. Kosu, G. Kalem, F. Buining and E. Quiñones
Pubblicato in: IEEE International Workshop on Computer Aided Modeling and Design of Communication Links and Networks 2023, 2023
Editore: IEEE
DOI: 10.1109/CAMAD59638.2023.10478426

Towards Trustworthy Reinforcement Learning-based Resource Management in Beyond 5G

Autori: Jordi Pérez-Romero, Oriol Sallent, Irene Vilà, Elli Kartsakli, Ömer Faruk Tuna, Swarup Kumar Mohalik, Xin Tao
Pubblicato in: 2024 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2024
Editore: IEEE
DOI: 10.1109/EuCNC/6GSummit60053.2024.10597001

Joint UPF and Application Placement in Multi-Slice Edge Networks: A Reinforcement Learning Strategy

Autori: Godfrey Kibalya, Michail Dalgitsis, Maria A Serrano, Nikolaos Bartzoudis, Luis Blanco, Engin Zeydan, Angelos Antonopoulos
Pubblicato in: 2025 IEEE Wireless Communications and Networking Conference (WCNC), 2025
Editore: IEEE
DOI: 10.1109/WCNC61545.2025.10978828

Optimization of Distinct Time-Series Neural Architectures for Cloud-Edge Workload Prediction

Autori: Berend J.D. Gort, Godfrey M. Kibalya, Angelos Antonopoulos
Pubblicato in: 2025 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), 2025
Editore: IEEE
DOI: 10.1109/ICMLCN64995.2025.11140432

Micro-Orchestration of RAN Functions Accelerated in FPGA SoC Devices

Autori: Nikolaos Bartzoudis, José Rubio Fernández, David López-Bueno, Godfrey Kibalya, Angelos Antonopoulos
Pubblicato in: 2024 3rd International Conference on 6G Networking (6GNet), 2024
Editore: IEEE
DOI: 10.1109/6GNET63182.2024.10765691

5G/6G Technology Capabilities Designed for Secure Edge Network: Smart City Use Cases of Turkcell

Autori: Gokhan Kalem, Semiha Kosu, Mehmet Basaran
Pubblicato in: 2024 6th International Conference on Blockchain Computing and Applications (BCCA), 2025
Editore: IEEE
DOI: 10.1109/BCCA62388.2024.10844409

On the use of Probabilistic Forecasting for Network Analysis in Open RAN

Autori: V. Kasuluru, L. Blanco, E. Zeydan
Pubblicato in: 2023 IEEE International Mediterranean Conference on Communications and Networking (MeditCom), 2023, ISBN 979-8-3503-3373-2
Editore: IEEE
DOI: 10.1109/MeditCom58224.2023.10266607

Peer reviewed articles (17)

Federated Learning and Meta-Learning: Approaches, Applications, and Directions

Autori: X. Liu, Y. Deng, A. Nallanathan, M. Bennis
Pubblicato in: IEEE Communications Surveys & Tutorials, Numero Volume: 26, Numero: 1, Firstquarter 2024, 2023, ISSN 1553-877X
Editore: IEEE
DOI: 10.1109/COMST.2023.3330910

Agile FPGA Computing at the 5G Edge: Joint Management of Accelerated and Software Functions for Open Radio Access Technologies

Autori: N. Bartzoudis, J. Rubio Fernndez, D. Lpez-Bueno, A. Romn Villarroel, A. Antonopoulos
Pubblicato in: Electronics, Numero 13, no. 4: 701, 2024, ISSN 2079-9292
Editore: MDPI
DOI: 10.3390/electronics13040701

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

Autori: J. Pérez-Romero, O. Sallent, A. Gelonch, X. Gelabert, B. Klaiqi, M. Kahn, D. Campoy
Pubblicato in: IEEE Communications Surveys & Tutorials, Numero Vol.25, No. 4, 2023, ISSN 1553-877X
Editore: IEEE
DOI: 10.1109/COMST.2023.3296821

Goal-Oriented Semantic Communications for Avatar-Centric Augmented Reality

Autori: Zhe Wang, Yansha Deng, A. Hamid Aghvami
Pubblicato in: IEEE Transactions on Communications, Numero 72, 2024, ISSN 0090-6778
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCOMM.2024.3420708

On Exploiting User Equipment Relaying Capabilities in Beyond 5G Networks: Opportunities, Challenges, and Road Map

Autori: Jordi Pérez-Romero, Oriol Sallent, Olga Ruiz
Pubblicato in: IEEE Vehicular Technology Magazine, Numero 19, 2024, ISSN 1556-6072
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/MVT.2024.3477848

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

Autori: I. Vilà, O. Sallent, J. Pérez-Romero
Pubblicato in: Sensors, Numero Vol. 23, 1197, 2023, ISSN 1424-8220
Editore: MDPI
DOI: 10.3390/s23031197

TENET: a new hybrid network architecture for adversarial defense

Autori: Ö. F. Tuna, F. O. Catak, M. T. Eskil
Pubblicato in: International Journal of Information Security, Numero Vol. 22, 2023, ISSN 1615-5270
Editore: Springer
DOI: 10.1007/s10207-023-00675-1

A New Methodology for User Equipment Trajectory Prediction in Cellular Networks

Autori: Juan Sánchez-González, Oriol Sallent, Jordi Pérez-Romero
Pubblicato in: IEEE Transactions on Vehicular Technology, Numero 73, 2024, ISSN 0018-9545
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVT.2024.3388554

Enhancing Open RAN Operations: The Role of Probabilistic Forecasting in Network Analysis

Autori: Vaishnavi Kasuluru, Luis Blanco, Engin Zeydan
Pubblicato in: IEEE Transactions on Network and Service Management, 2025, ISSN 1932-4537
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TNSM.2025.3565268

Security of AI-Driven Beam Selection for Distributed MIMO in an Adversarial Setting

Autori: Ömer Faruk Tuna, Fehmi Emre Kadan
Pubblicato in: IEEE Access, Numero 12, 2024, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2024.3378263

An Edge-Enabled Wireless Split Learning Testbed: Design and Implementation

Autori: Zhe Wang, Luca Boccardo, Yansha Deng
Pubblicato in: IEEE Communications Letters, Numero 28, 2024, ISSN 1089-7798
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LCOMM.2024.3390843

Adaptive Federated Pruning in Hierarchical Wireless Networks

Autori: Xiaonan Liu, Shiqiang Wang, Yansha Deng, Arumugam Nallanathan
Pubblicato in: IEEE Transactions on Wireless Communications, Numero 23, 2024, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TWC.2023.3329450

Forecasting Trends in Cloud-Edge Computing: Unleashing the Power of Attention Mechanisms

Autori: Berend J. D. Gort, Godfrey M. Kibalya, Maria A. Serrano, Angelos Antonopoulos
Pubblicato in: IEEE Communications Magazine, Numero 63, 2025, ISSN 0163-6804
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/MCOM.001.2300583

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

Autori: J. J. Hernández-Carlón, J. Pérez-Romero, O. Sallent, I. Vilà, F. Casadevall
Pubblicato in: IEEE Transactions on Vehicular Technology, Numero Vol. 73, No.3, 2023, ISSN 1939-9359
Editore: IEEE
DOI: 10.1109/TVT.2023.3328057

Attention-Driven AI Model Generalization for Workload Forecasting in the Compute Continuum

Autori: Berend J. D. Gort, Godfrey M. Kibalya, Angelos Antonopoulos
Pubblicato in: IEEE Transactions on Machine Learning in Communications and Networking, Numero 3, 2025, ISSN 2831-316X
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TMLCN.2025.3584009

AERO: Adaptive Edge-Cloud Orchestration With a Sub-1K-Parameter Forecasting Model

Autori: Berend J. D. Gort, Godfrey M. Kibalya, Angelos Antonopoulos
Pubblicato in: IEEE Transactions on Machine Learning in Communications and Networking, Numero 3, 2025, ISSN 2831-316X
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TMLCN.2025.3553100

Knowledge Transfer for Collaborative Misbehavior Detection in Untrusted Vehicular Environments

Autori: Roshan Sedar, Charalampos Kalalas, Paolo Dini, Francisco Vázquez-Gallego, Jesus Alonso-Zarate, Luis Alonso
Pubblicato in: IEEE Transactions on Vehicular Technology, Numero 74, 2025, ISSN 0018-9545
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVT.2024.3461837

Other (5)

AI/ML as a Key Enabler of 6G Networks: Methodology, Approach and AI-Mechanisms in SNS JU

Autori: Trichias, Konstantinos; Christopoulou, Maria; Porambage, Pawani; Benzaid, Chafika; Vassiliou, Vasos; Artuñedo Guillén, David; Tsolkas, Dimitris; Avgeris, Marios; Papagianni, Chrysa; Jain, Akshay; Kilper, Daniel; Chen, Tao
Pubblicato in: 2025
DOI: 10.5281/ZENODO.14623106

Emerging 5G and Beyond Ecosystem Business Models

Autori: H. K. Hallingby (editor) et al.
Pubblicato in: 2025
Editore: 6G-IA Vision WG
DOI: 10.5281/ZENODO.14756404

Network & Service Management Advancements - Key frameworks and Interfaces towards open, Intelligent and reliable 6G networks

Autori: Tsolkas, Dimitris; Artuñedo Guillen, David; Gavras, Anastasius; Tranoris, Christos; Laki, Sándor; Skarmeta Gómez, Antonio; Barraca, João Paulo; Makropoulos, George; Vilalta, Ricard
Pubblicato in: SNS JU Reliable Software Networks Working Group, 2024
DOI: 10.5281/ZENODO.15011613

Sustainability in SNS JU Projects - Targets, Methodologies, Trade-offs and Implementation Considerations Towards 6G Systems

Autori: Rezaki, Ali; Trichias, Konstantinos; Mesodiakaki, Agapi; Gavras, Anastasius; Aseeva, Anna; Berardinelli, Gilberto; Osman, Hassan; Gutiérrez Terán, Jesús; Petersen, Katrina; Gramaglia, Marco; Katz, Marcos; Bezzi, Margot; Ghoraishi, Mir
Pubblicato in: 2025
DOI: 10.5281/ZENODO.15555292

Towards 6G Architecture: Key Concepts, Challenges, and Building Blocks

Autori: M. Gramaglia (editor) et al.
Pubblicato in: 2025
Editore: 6G Architecture WG of the SNS JU
DOI: 10.5281/ZENODO.15001377