AI-powered eVolution towards opEn and secuRe edGe architEctures

Informacje na temat projektu

VERGE

Identyfikator umowy o grant: 101096034

DOI

10.3030/101096034

Projekt został zamknięty

Data podpisania przez KE 22 Listopada 2022

Data rozpoczęcia 1 Stycznia 2023

Data zakończenia 30 Czerwca 2025

Finansowanie w ramach

• Digital, Industry and Space

Koszt całkowity

€ 5 263 796,86

Wkład UE

€ 4 898 437,50

Koordynowany przez

UNIVERSITAT POLITECNICA DE CATALUNYA
Spain

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

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.

Publikacje

Conference proceedings (36)

Federated Learning Games for Reconfigurable Intelligent Surfaces via Causal Representations

Autorzy: C. B. Chaaya, S. Samarakoon, M. Bennis,
Opublikowane w: IEEE Global Communications Conference (GLOBECOM), 2023, ISSN 2576-6813
Wydawca: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437657

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

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

Sample-Efficient Blockage Prediction and Handover Using Causal Reinforcement Learning

Autorzy: Tamizharasan Kanagamani, Jishnu Sadasivan, Serene Banerjee
Opublikowane w: 2024 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT), 2024
Wydawca: IEEE
DOI: 10.1109/CONECCT62155.2024.10677092

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

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

Wireless Time-Triggered Federated Learning with Adaptive Local Training Optimization

Autorzy: X. Zhou, Y. Deng, H. Xia, S. Wu
Opublikowane w: IEEE INFOCOM 2023 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), 2023, ISSN 2833-0587
Wydawca: IEEE
DOI: 10.1109/INFOCOMWKSHPS57453.2023.10226087

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

Autorzy: S. Kosu, G. Kalem
Opublikowane w: "Wireless World Research Forum Meeting 50 (WWRF #50)", 2024
Wydawca: WWRF

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

Autorzy: G. Kalem, M. A. Durmaz, I. Güzel, G. Kesik, C. Gordy
Opublikowane w: "Wireless World Research Forum Meeting 49 (WWRF #49)", 2023
Wydawca: WWRF
DOI: 10.5281/ZENODO.14712404

Deep Reinforcement Learning-Based Adversarial Defense in Vehicular Communication Systems

Autorzy: Roshan Sedar, Charalampos Kalalas, Francisco Vázquez-Gallego, Jesus Alonso-Zarate
Opublikowane w: ICC 2024 - IEEE International Conference on Communications, 2024
Wydawca: IEEE
DOI: 10.1109/ICC51166.2024.10622762

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

Autorzy: 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
Opublikowane w: 2024 IEEE/ACM 17th International Conference on Utility and Cloud Computing (UCC), 2025
Wydawca: IEEE
DOI: 10.1109/UCC63386.2024.00052

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

Autorzy: David Campoy, Irene Vilà, Jordi Pérez-Romero, Oriol Sallent
Opublikowane w: 2025 31st International Conference on Telecommunications (ICT), 2025
Wydawca: IEEE
DOI: 10.1109/ICT65093.2025.11046305

Expanding Edge Computing deeper into Beyond 5G Radio Access Networks

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

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

Autorzy: Ö. Ozturk
Opublikowane w: Balkan 11th International Conference on Applied Sciences (BICSS), 2024, ISBN 978-625-6830-98-1
Wydawca: Academy Global Publishing House

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

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

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

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

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

Autorzy: 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
Opublikowane w: 2023 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2023, ISSN 2575-4912
Wydawca: IEEE
DOI: 10.1109/EuCNC/6GSummit58263.2023.10188371

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

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

Causal Policy Gradient for End-to-End Communication Systems

Autorzy: S. Shirodkar, S. Banerjee
Opublikowane w: IEEE 16th International Conference on COMmunication Systems & NETworkS (COMSNETS), 2024, ISSN 2155-2509
Wydawca: IEEE
DOI: 10.1109/COMSNETS59351.2024.10426936

Asynchronous Federated Learning via Over-the-Air Computation

Autorzy: Zijian Zheng, Yansha Deng, Xiaonan Liu, Arumugam Nallanathan
Opublikowane w: GLOBECOM 2023 - 2023 IEEE Global Communications Conference, 2023
Wydawca: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437951

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

Autorzy: S. Mostafa, M. P. Mota, A. Valcarce, M. Bennis,
Opublikowane w: IEEE Global Communications Conference (GLOBECOM), 2023, ISSN 2576-6813
Wydawca: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437954

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

Autorzy: B. Gort, G. Kibalya, A. Umbert, A. Antonopoulos
Opublikowane w: 30th IEEE Symposium on Computers and Communications (ISCC), 2025
Wydawca: IEEE

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

Autorzy: Lazaros Liatsas, Godfrey Mirondo Kibalya, Angelos Antonopoulos
Opublikowane w: 2024 IEEE International Mediterranean Conference on Communications and Networking (MeditCom), 2024
Wydawca: IEEE
DOI: 10.1109/MeditCom61057.2024.10621360

Advancing Orchestration: Leveraging Distance Functions to Meet Application Intents

Autorzy: Maria Daniela Leite de Souza, Thijs Metsch
Opublikowane w: 2024 IEEE/ACM 17th International Conference on Utility and Cloud Computing (UCC), 2025
Wydawca: IEEE
DOI: 10.1109/UCC63386.2024.00020

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

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

Task-oriented and Semantics-aware Communications for Augmented Reality

Autorzy: Zhe Wang, Yansha Deng
Opublikowane w: GLOBECOM 2023 - 2023 IEEE Global Communications Conference, 2023
Wydawca: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437075

Threat Modeling of AI-as-a-Service Framework

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

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

Autorzy: Xinlu Zhang, Yansha Deng, Toktam Mahmoodi
Opublikowane w: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, 2025
Wydawca: IEEE
DOI: 10.1109/GLOBECOM52923.2024.10901166

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

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

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

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

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

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

An Evolutionary Edge Computing Architecture for Beyond 5G Era

Autorzy: 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
Opublikowane w: IEEE International Workshop on Computer Aided Modeling and Design of Communication Links and Networks 2023, 2023
Wydawca: IEEE
DOI: 10.1109/CAMAD59638.2023.10478426

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

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

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

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

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

Autorzy: Berend J.D. Gort, Godfrey M. Kibalya, Angelos Antonopoulos
Opublikowane w: 2025 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), 2025
Wydawca: IEEE
DOI: 10.1109/ICMLCN64995.2025.11140432

Micro-Orchestration of RAN Functions Accelerated in FPGA SoC Devices

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

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

Autorzy: Gokhan Kalem, Semiha Kosu, Mehmet Basaran
Opublikowane w: 2024 6th International Conference on Blockchain Computing and Applications (BCCA), 2025
Wydawca: IEEE
DOI: 10.1109/BCCA62388.2024.10844409

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

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

Peer reviewed articles (17)

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

Autorzy: X. Liu, Y. Deng, A. Nallanathan, M. Bennis
Opublikowane w: IEEE Communications Surveys & Tutorials, Numer Volume: 26, Numer: 1, Firstquarter 2024, 2023, ISSN 1553-877X
Wydawca: 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

Autorzy: N. Bartzoudis, J. Rubio Fernndez, D. Lpez-Bueno, A. Romn Villarroel, A. Antonopoulos
Opublikowane w: Electronics, Numer 13, no. 4: 701, 2024, ISSN 2079-9292
Wydawca: 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

Autorzy: J. Pérez-Romero, O. Sallent, A. Gelonch, X. Gelabert, B. Klaiqi, M. Kahn, D. Campoy
Opublikowane w: IEEE Communications Surveys & Tutorials, Numer Vol.25, No. 4, 2023, ISSN 1553-877X
Wydawca: IEEE
DOI: 10.1109/COMST.2023.3296821

Goal-Oriented Semantic Communications for Avatar-Centric Augmented Reality

Autorzy: Zhe Wang, Yansha Deng, A. Hamid Aghvami
Opublikowane w: IEEE Transactions on Communications, Numer 72, 2024, ISSN 0090-6778
Wydawca: 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

Autorzy: Jordi Pérez-Romero, Oriol Sallent, Olga Ruiz
Opublikowane w: IEEE Vehicular Technology Magazine, Numer 19, 2024, ISSN 1556-6072
Wydawca: 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

Autorzy: I. Vilà, O. Sallent, J. Pérez-Romero
Opublikowane w: Sensors, Numer Vol. 23, 1197, 2023, ISSN 1424-8220
Wydawca: MDPI
DOI: 10.3390/s23031197

TENET: a new hybrid network architecture for adversarial defense

Autorzy: Ö. F. Tuna, F. O. Catak, M. T. Eskil
Opublikowane w: International Journal of Information Security, Numer Vol. 22, 2023, ISSN 1615-5270
Wydawca: Springer
DOI: 10.1007/s10207-023-00675-1

A New Methodology for User Equipment Trajectory Prediction in Cellular Networks

Autorzy: Juan Sánchez-González, Oriol Sallent, Jordi Pérez-Romero
Opublikowane w: IEEE Transactions on Vehicular Technology, Numer 73, 2024, ISSN 0018-9545
Wydawca: 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

Autorzy: Vaishnavi Kasuluru, Luis Blanco, Engin Zeydan
Opublikowane w: IEEE Transactions on Network and Service Management, 2025, ISSN 1932-4537
Wydawca: 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

Autorzy: Ömer Faruk Tuna, Fehmi Emre Kadan
Opublikowane w: IEEE Access, Numer 12, 2024, ISSN 2169-3536
Wydawca: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2024.3378263

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

Autorzy: Zhe Wang, Luca Boccardo, Yansha Deng
Opublikowane w: IEEE Communications Letters, Numer 28, 2024, ISSN 1089-7798
Wydawca: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LCOMM.2024.3390843

Adaptive Federated Pruning in Hierarchical Wireless Networks

Autorzy: Xiaonan Liu, Shiqiang Wang, Yansha Deng, Arumugam Nallanathan
Opublikowane w: IEEE Transactions on Wireless Communications, Numer 23, 2024, ISSN 1536-1276
Wydawca: 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

Autorzy: Berend J. D. Gort, Godfrey M. Kibalya, Maria A. Serrano, Angelos Antonopoulos
Opublikowane w: IEEE Communications Magazine, Numer 63, 2025, ISSN 0163-6804
Wydawca: 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

Autorzy: J. J. Hernández-Carlón, J. Pérez-Romero, O. Sallent, I. Vilà, F. Casadevall
Opublikowane w: IEEE Transactions on Vehicular Technology, Numer Vol. 73, No.3, 2023, ISSN 1939-9359
Wydawca: IEEE
DOI: 10.1109/TVT.2023.3328057

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

Autorzy: Berend J. D. Gort, Godfrey M. Kibalya, Angelos Antonopoulos
Opublikowane w: IEEE Transactions on Machine Learning in Communications and Networking, Numer 3, 2025, ISSN 2831-316X
Wydawca: 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

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

Knowledge Transfer for Collaborative Misbehavior Detection in Untrusted Vehicular Environments

Autorzy: Roshan Sedar, Charalampos Kalalas, Paolo Dini, Francisco Vázquez-Gallego, Jesus Alonso-Zarate, Luis Alonso
Opublikowane w: IEEE Transactions on Vehicular Technology, Numer 74, 2025, ISSN 0018-9545
Wydawca: 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

Autorzy: 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
Opublikowane w: 2025
DOI: 10.5281/ZENODO.14623106

Emerging 5G and Beyond Ecosystem Business Models

Autorzy: H. K. Hallingby (editor) et al.
Opublikowane w: 2025
Wydawca: 6G-IA Vision WG
DOI: 10.5281/ZENODO.14756404

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

Autorzy: Tsolkas, Dimitris; Artuñedo Guillen, David; Gavras, Anastasius; Tranoris, Christos; Laki, Sándor; Skarmeta Gómez, Antonio; Barraca, João Paulo; Makropoulos, George; Vilalta, Ricard
Opublikowane w: 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

Autorzy: 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
Opublikowane w: 2025
DOI: 10.5281/ZENODO.15555292

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

Autorzy: M. Gramaglia (editor) et al.
Opublikowane w: 2025
Wydawca: 6G Architecture WG of the SNS JU
DOI: 10.5281/ZENODO.15001377