Distributed Artificial Intelligence-driven open and programmable architecture for 6G networks

Informations projet

ADROIT6G

N° de convention de subvention: 101095363

DOI

10.3030/101095363

Date de signature de la CE 15 Novembre 2022

Date de début 1 Janvier 2023

Date de fin 30 Juin 2026

Financé au titre de

• Digital, Industry and Space

Coût total

€ 6 385 437,50

Contribution de l’UE

€ 5 999 998,75

Coordonné par

ATHINA-EREVNITIKO KENTRO KAINOTOMIAS STIS TECHNOLOGIES TIS PLIROFORIAS, TON EPIKOINONION KAI TIS GNOSIS
Greece

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Documents, reports (5)

D6.2: Dissemination, communication, standardisation, exploitation, IPR, clustering - Initial

Plan for the exploitation and dissemination of results including communication activities updated by M18, and reports containing the dissemination, communication, trainings, standardisation, exploitation, and clustering activities with communities/associations. Moreover, the report will contain innovation and IPR management matters.

D2.2 System Architecture - Initial

Description of the initial architecture of the ADROIT6G project

D2.1: Requirements, use cases and system architecture - Initial

The initial version of the deliverable will provide a detailed analysis of the functional requirements from the use cases perspectives (including the definition of relevant KPIs and KVIs to be validated) and their translation into technical requirements to be used in the design of the ADROIT6G platform architecture and its components, their detailed low-level design, and the testing and verification methodology containing the definition of test reports format and benchmarking for the validation of the KPIs and KVIs to ensure compatibility as well as future re-usability.

D3.2: Distributed AI framework for CrowdSourcing AI - Initial

First release of software and AI algorithmic components of ADROIT6G implementing energy efficient automated AI orchestration, multimodal generative models for scalable monitoring and secure data distribution, CrowdSourcing AI and AI algorithms for joint resource management.

D4.1: AI-driven Management & Orchestration and Control frameworks - Initial

First release of software and AI algorithms for inter-domain slice and resource management with UE-VBS and non-terrestrial networks, multi-scale scale strategies for distributed closed loop automation, AI models, BDIx features selection and open, programmable data plane for multi-X domains.

Websites, patent fillings, videos etc. (1)

D6.1: Project website and social media presence

Project website and social media presence regularly updated.

Publications

Peer reviewed articles (22)

Edge-device collaborative computing for multi-view classification

Auteurs: Marco Palena, Tania Cerquitelli, Carla Fabiana Chiasserini
Publié dans: Computer Networks, Numéro 254, 2024, ISSN 1389-1286
Éditeur: Elsevier BV
DOI: 10.1016/j.comnet.2024.110823

Multi-Modal Latent Diffusion

Auteurs: BB. Mustapha, G. Franzese, and P. Michiardi
Publié dans: MDPI Entropy, 2024, ISSN 2078-2489
Éditeur: MDPI
DOI: 10.3390/e26040320

DIN: A Decentralized Inexact Newton Algorithm for Consensus Optimization

Auteurs: A. Ghalkha, C. B. Issaid, A. Elgabli and M. Bennis
Publié dans: IEEE Transactions on Machine Learning in Communications and Networking, 2024, ISSN 2831-316X
Éditeur: IEEE
DOI: 10.1109/TMLCN.2024.3400756

Quantized FedPD (QFedPD): Beyond Conventional Wisdom The Energy Benefits of Frequent Communication

Auteurs: Anis Elgabli, Chaouki Ben Issaid, Mohamed Badi, Mehdi Bennis
Publié dans: IEEE Internet of Things Journal, 2024, ISSN 2327-4662
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JIOT.2024.3464239

SEM-O-RAN: Semantic O-RAN Slicing for Mobile Edge Offloading of Computer Vision Tasks

Auteurs: C. Puligheddu, J. Ashdown, C. F. Chiasserini, F. Restuccia
Publié dans: IEEE Transactions on Mobile Computing, 2024, ISSN 1536-1233
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TMC.2023.3339056

Intelligent QoS-aware Slice Resource Allocation with User Association Parameterization for Beyond 5G O-RAN-based Architecture Using DRL

Auteurs: Suvidha Mhatre, Ferran Adelantado, Kostas Ramantas, Christos Verikoukis
Publié dans: IEEE Transactions on Vehicular Technology, 2024, ISSN 0018-9545
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVT.2024.3483288

Enhancing 5G and 6G networks through a dynamic dual-stage machine learning heuristic framework for selecting UEs as UE-VBSs

Auteurs: Iacovos Ioannou, S.V. Jansi Rani, Prabagarane Nagaradjane, Christophoros Christophorou, Vasos Vassiliou, Andreas Pitsillides
Publié dans: Ad Hoc Networks, Numéro 177, 2025, ISSN 1570-8705
Éditeur: Elsevier BV
DOI: 10.1016/J.ADHOC.2025.103908

A Novel Deep Hierarchical Machine Learning Approach for Identification of Known and Unknown Multiple Security Attacks in a D2D Communications Network

Auteurs: S. Rani, I. I. Ioannou, P. Nagaradjan, C. Christophorou, V. Vassiliou, H. Yarramsetti, S. Shridhar, L. Mukund Balaji, A. Pitsillides.
Publié dans: IEEE Access, 2023, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2023.3308036

Content-Aware Network Traffic Prediction Framework for Quality of Service-Aware Dynamic Network Resource Management

Auteurs: W. A. Aziz, I. I. Ioannou, M. Lestas, H. K. Qureshi, A. Iqbal and V. Vassiliou
Publié dans: IEEE Access, 2023, ISSN 1536-1233
Éditeur: IEE
DOI: 10.1109/ACCESS.2023.3309002

Fair and Scalable Orchestration of Network and Compute Resources for Virtual Edge Services

Auteurs: S. Tripathi, C. Puligheddu,  S. Pramanik, A. Garcia-Saavedra, C. F. Chiasserini
Publié dans: IEEE Transactions on Mobile Computing, 2024, ISSN 1536-1233
Éditeur: IEEE
DOI: 10.1109/TMC.2023.3254999

Evaluating QoT-aware hybrid grooming schemes in dynamic C + L-band optical networks

Auteurs: Farhad Arpanaei, Mohammadreza Dibaj, Amirhossein Dibaj, Hamzeh Beyranvand, John S. Vardakas, Christos Verikoukis, José Manuel Rivas-Moscoso, Juan Pedro Fernández-Palacios, Alfonso Sánchez-Macián, David Larrabeiti, José Alberto Hernández
Publié dans: Journal of Optical Communications and Networking, Numéro 17, 2025, ISSN 1943-0620
Éditeur: Optica Publishing Group
DOI: 10.1364/JOCN.571277

AI/ML-aided capacity maximization strategies for URLLC in 5G/6G wireless systems: A survey

Auteurs: R. B. Shaik, P. Nagaradjane, I. Ioannou, V. Sittakul, V. Vasiliou, A. Pitsillides.
Publié dans: Computer Networks, 2024, ISSN 1389-1286
Éditeur: Elsevier
DOI: 10.1016/j.comnet.2024.110506

Intelligent congestion control in 5G URLLC Software-Defined Networks using adaptive resource management via Reinforced Dueling Deep Q-Networks

Auteurs: Vitawat Sittakul, Iacovos Ioannou, Prabagarane Nagaradjane, Vasos Vassiliou
Publié dans: Journal of Network and Computer Applications, Numéro 242, 2025, ISSN 1084-8045
Éditeur: Elsevier BV
DOI: 10.1016/J.JNCA.2025.104276

A Survey on Satellite Computing: Connecting the Dots Between Networks and Applications

Auteurs: Carlos Guimarães, Alessio Netti, Markus Sauer, Florian Zeiger, Hans-Peter Huth, Elizaveta Boriskova
Publié dans: IEEE Communications Surveys & Tutorials, Numéro 28, 2026, ISSN 1553-877X
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/COMST.2025.3579525

DeepRISBeam: Deep Learning-based RIS Beam Management for Radio Channel Optimization

Auteurs: I. Ioannou, M. Raspopoulos, P. Nagaradjane, C. Christophorou, W. A. Aziz, V. Vassiliou, A. Pitsillides.
Publié dans: IEEE Access, 2024, ISSN 2169-3536
Éditeur: IEE
DOI: 10.1109/ACCESS.2024.3411929

On the Performance Analysis of UE-VBS-Based Wireless Communications: Network Outages, Resource Utilization, and Optimization

Auteurs: Iacovos I. Ioannou, Ala’ Khalifeh, Prabagarane Nagaradjane, Christophoros Christophorou, Vasos Vassiliou, Orestis Neokleous, Andreas Pitsillides
Publié dans: IEEE Access, Numéro 13, 2025, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3573846

Towards Bridging the FL Performance-Explainability Trade-Off: A Trustworthy 6G RAN Slicing Use-Case

Auteurs: S. Roy, H. Chergui, C. Verikoukis
Publié dans: IEEE Transactions on Vehicular Technology, 2024, ISSN 0018-9545
Éditeur: IEEE
DOI: 10.48550/arXiv.2307.12903

MOSE: A Novel Orchestration Framework for Stateful Microservice Migration at the Edge

Auteurs: Antonio Calagna, Yenchia Yu, Paolo Giaccone, Carla Fabiana Chiasserini
Publié dans: IEEE Transactions on Network and Service Management, Numéro 22, 2025, ISSN 1932-4537
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TNSM.2025.3579051

BayGO: Decentralized Bayesian Learning and Information-Aware Graph Optimization Framework

Auteurs: T. AlShammari, C. Weeraddana and M. Bennis,
Publié dans: IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2024, ISSN 1536-1233
Éditeur: IEEE
DOI: 10.1109/TSP.2024.3387277

Fuzzy logic-based IDS (FLIDS) for the detection of different types of jamming attacks in IoT networks

Auteurs: Michael Savva, Iacovos Ioannou, Vasos Vassiliou
Publié dans: Computer Communications, Numéro 241, 2025, ISSN 0140-3664
Éditeur: Elsevier BV
DOI: 10.1016/J.COMCOM.2025.108251

Access Point Selection and Localization for Cluster‐Based Realization of a Device‐to‐Device Cell‐Free 6G Communications Network

Auteurs: Iakovos Ioannou, Marios Raspopoulos, Prabagarane Nagaradjane, Christophoros Christophorou, Andreas Gregoriades, Vasos Vassiliou
Publié dans: IET Communications, Numéro 19, 2025, ISSN 1751-8628
Éditeur: Institution of Engineering and Technology (IET)
DOI: 10.1049/CMU2.70096

Digital Twin and Meta RL Empowered Fast-Adaptation of Joint User Scheduling and Task Offloading for Mobile Industrial IoT

Auteurs: H. Xu, J. Wu, Q. Pan, X.Liu, C. Verikoukis
Publié dans: IEEE Journal on Selected Areas in Communications, 2023, ISSN 1536-1233
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/JSAC.2023.3310081

Conference proceedings (29)

Balancing Energy Efficiency and Distributional Robustness in Over-the-Air Federated Learning

Auteurs: M. Badi, C. Ben Issaid, A. Elgabli, M. Bennis
Publié dans: 2024 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), 2024, ISBN 979-8-3503-4319-9
Éditeur: IEEE
DOI: 10.1109/ICMLCN59089.2024.10624815

PRAXIS: Proximal Reinforcement-aided Adaptive eXpert Intelligent System for Efficient Traffic Management in URLLC

Auteurs: Razeena Begum Shaik, Prabagarane Nagaradjane, Iacovos Ioannou, Vasos Vassiliou
Publié dans: 2025 IEEE International Conference on Communications Workshops (ICC Workshops), 2025, ISSN 2694-2941
Éditeur: IEEE
DOI: 10.1109/ICCWORKSHOPS67674.2025.11162220

Joint Explainability and Sensitivity-Aware Federated Deep Learning for Transparent 6G RAN Slicing

Auteurs: S. Roy; F. Rezazadeh; H. Chergui; C. Verikoukis
Publié dans: ICC 2023 - IEEE International Conference on Communications, 2023, ISSN 1938-1883
Éditeur: IEEE
DOI: 10.1109/ICC45041.2023.10279790

ML-Aided Dynamic Clustering and Classification of UEs as VBs in D2D Communication Networks

Auteurs: I. Ioannou, P. Nagaradjane, A. Khalifeh, C. Christophorou, V. Vassiliou, G. V. S. Sashank, C. Jain, A. Pitsillides
Publié dans: 2023 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET), 2023, ISBN 979-8-3503-0045-1
Éditeur: IEEE
DOI: 10.1109/WiSPNET57748.2023.10134336

Deep Learning-Aided Channel Estimation for Large Scale Fading Decoding in Massive MIMO Systems

Auteurs: Iacovos Ioannou, Prabagarane Nagaradjane, Ala' Khalifeh, R Dhivyaharshini, A Harini, Vasos Vassiliou
Publié dans: 2024 IEEE 30th International Conference on Telecommunications (ICT), 2024
Éditeur: IEEE
DOI: 10.1109/ICT62760.2024.10606029

An Accurate Intelligent Plan Library for Belief-Based Desire Prioritization to Intentions in BDIx Agents

Auteurs: Iacovos Ioannou, Andreas Gregoriades, Prabagarane Nagaradjane, Christophoros Christophorou, Vasos Vassiliou
Publié dans: 2025 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET), 2025
Éditeur: IEEE
DOI: 10.1109/WISPNET64060.2025.11005173

Revolutionising IoT Network Security By Assessing ML Localisation Techniques Against Jamming Attacks

Auteurs: Iacovos Ioannou, Michael Savva, Marios Raspopoulos, Christophoros Christophorou, Vasos Vassiliou
Publié dans: 2024 22nd Mediterranean Communication and Computer Networking Conference (MedComNet), 2024
Éditeur: IEEE
DOI: 10.1109/MedComNet62012.2024.10578201

Communication-Efficient Second-Order Newton-Type Approach for Decentralized Learning

Auteurs: M. Krouka, A. Elgabli, C. B. Issaid and M. Bennis
Publié dans: 2023 IEEE Wireless Communications and Networking Conference (WCNC), 2023, ISSN 1558-2612
Éditeur: IEEE
DOI: 10.1109/WCNC55385.2023.10118646

Implementing a Cell-Free 6G Distributed AI Network With the Use of Deep ML Under a Traditional Multi-Cell Mobile Network

Auteurs: Iacovos Ioannou, Andreas Gregoriades, Christophoros Christophorou, Marios Raspopoulos, Vasos Vassiliou
Publié dans: 2025 5th IEEE Middle East and North Africa Communications Conference (MENACOMM), 2025
Éditeur: IEEE
DOI: 10.1109/MENACOMM62946.2025.10910986

ADROIT6G DAI-driven Open and Programmable Architecture for 6G Networks

Auteurs: C. Christophorou, I. Ioannou, V. Vassiliou, L. Christofi, J. S. Vardakas, E. E. Seder, C. F. Chiasserini, M. Iordache, C. Ben Issaid, I. Markopoulos, G. Franzese, T. Järvet, C. Verikoukis
Publié dans: 2023 IEEE Globecom Workshops (GC Wkshps), 2024, ISBN 979-8-3503-7021-8
Éditeur: IEEE

6G Initial Developments for Flagship Applications Experiments

Auteurs: CristC. Patachia; R. Mihai; M. Iordache
Publié dans: 2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI), 2023, ISBN 979-8-3503-2138-8
Éditeur: IEEE
DOI: 10.1109/ECAI58194.2023.10194117

Performance Evaluation of Machine Learning Cluster Metrics for Mobile Network Augmentation

Auteurs: I. Ioannou, C. Christophorou, P. Nagaradjane, V. Vassiliou.
Publié dans: 2024 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET), 2024, ISBN 979-8-3503-5084-5
Éditeur: IEEE
DOI: 10.1109/WiSPNET61464.2024.10532825

Evaluating Localization Algorithms in IoT Networks Under Jamming Attacks

Auteurs: Michael Savva, Iacovos Ioannou, Vasos Vassiliou
Publié dans: 2024 IFIP Networking Conference (IFIP Networking), 2024
Éditeur: IEEE
DOI: 10.23919/IFIPNetworking62109.2024.10619065

Traffic-Aware DNN Inference Task Offloading in the Mobile Device-Edge Continuum

Auteurs: Olga Chukhno, Gurtaj Singh, Claudia Campolo, Carla Fabiana Chiasserini, Antonella Molinaro
Publié dans: IEEE INFOCOM 2025 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), 2025, ISSN 2833-0587
Éditeur: IEEE
DOI: 10.1109/INFOCOMWKSHPS65812.2025.11152885

Detecting multiple jammers using Fuzzy-Logic Intrusion Detection System (FLIDS)

Auteurs: Michael Savva, Iacovos Ioannou, Vasos Vassiliou
Publié dans: 2024 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2024
Éditeur: IEEE
DOI: 10.1109/DCOSS-IoT61029.2024.00062

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

Auteurs: S. Mostafa, M. P. Mota, A.Valcarce, and M. Bennis
Publié dans: GLOBECOM 2023 - 2023 IEEE Global Communications Conference, 2023, ISSN 2576-6813
Éditeur: ΙΕΕΕ
DOI: 10.1109/GLOBECOM54140.2023.10437954

DIN: A Decentralized Inexact Newton Algorithm for Consensus Optimization

Auteurs: A. Ghalkha, C.Ben Issaid, A. Elgabli, and M. Bennis
Publié dans: ICC 2023 - IEEE International Conference on Communications, 2023, ISSN 1938-1883
Éditeur: IEEE
DOI: 10.1109/ICC45041.2023.10278721

Enhancing Edge Caching Efficiency: Leveraging Social and Context-Aware Popularity Rank Prediction via Transfer Learning

Auteurs: Waqar Ali Aziz, Iacovos Ioannou, Marios Lestas, Vasos Vassiliou
Publié dans: 2024 IEEE 30th International Conference on Telecommunications (ICT), 2024
Éditeur: IEEE
DOI: 10.1109/ICT62760.2024.10606023

Location-enabled IoT (LE-IoT): Indoor Localization for IoT Environments using Machine Learning

Auteurs: Tanveer Ahmad, Xue Jun Li, Muhammad Ashfaq, Michalis Savva, Iacovos Ioannou, Vasos Vassiliou
Publié dans: 2024 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2024
Éditeur: IEEE
DOI: 10.1109/DCOSS-IoT61029.2024.00065

Energy-Efficient Edge-Domain Automation and Service Provision in 6G Networks by Deploying Offline Discovered Assignment Skills

Auteurs: Navideh Ghafouri, John S. Vardakas, Kostas Ramantas, Christos Verikoukis
Publié dans: ICC 2025 - IEEE International Conference on Communications, 2025
Éditeur: IEEE
DOI: 10.1109/ICC52391.2025.11161657

Machine Learning Performance at the Edge: When to Offload an Inference Task

Auteurs: O. Chukhno, G. Singh, C. Campolo, A. Molinaro, C. F. Chiasserini
Publié dans: NET4us '23: Proceedings of the 2nd Workshop on Networked Sensing Systems for a Sustainable Society, 2023, ISBN 9798400703652
Éditeur: Association for Computing Machinery
DOI: 10.1145/3615991.3616403

Revolutionizing 6G Networks: Implementing Cell-Free Architecture with Advanced Clustering Through Deep Machine Learning

Auteurs: Iacovos Ioannou, Prabagarane Nagaradjane, Christophoros Christophorou, Andreas Gregoriades, Vasos Vassiliou
Publié dans: 2025 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET), 2025
Éditeur: IEEE
DOI: 10.1109/WISPNET64060.2025.11004945

Recovery RPL Internet of Things Network under the Jamming Attack

Auteurs: Michael Savva, Iacovos Ioannou, Vasos Vassiliou
Publié dans: 2025 21st International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2025
Éditeur: IEEE
DOI: 10.1109/DCOSS-IOT65416.2025.00082

Fed-Sophia: A Communication-Efficient Second-Order Federated Learning Algorithm

Auteurs: A. Elbakary, C. Ben Issaid, M. Shehab, K. Seddik, T. ElBatt, M. Bennis
Publié dans: 2024 IEEE International Conference on Communications, 2024, ISSN 1938-1883
Éditeur: IEEE
DOI: 10.1109/ICC51166.2024.10622862

Deep Learning-Based Spectrum Sharing for Dynamic Resource Allocation in 6G Cognitive Radio Networks

Auteurs: Deepak Upadhyay, Abhay Upadhyay, Nookala Venu, Kamlesh Kukreti
Publié dans: 2025 Fourth International Conference on Power, Control and Computing Technologies (ICPC2T), 2025, ISBN 979-8-3315-3040-2
Éditeur: IEEE
DOI: 10.1109/ICPC2T63847.2025.10958615

Dual-Step Transfer Learning-Based Prediction Model for Next-Generation Intelligent Cellular Networks

Auteurs: W. A. Aziz, I. Ioannou, M. Lestas, V. Vassiliou
Publié dans: 2023 IEEE International Conference on Communications Workshops (ICC Workshops), 2023, ISSN 2694-2941, ISBN 979-8-3503-0045-1
Éditeur: IEEE
DOI: 10.1109/ICCWorkshops57953.2023.10283745

A Quantitative Comparison of Traffic Management Schemes in a Converged Optical-Wireless 6G Network

Auteurs: Irene Keramidi, John S. Vardakas, Ioannis Moscholios, Christos Verikoukis
Publié dans: 2025 25th Anniversary International Conference on Transparent Optical Networks (ICTON), 2025
Éditeur: IEEE
DOI: 10.1109/ICTON67126.2025.11125229

Towards Accelerating the Network Performance on DPUs by optimising the P4 runtime

Auteurs: D. Iliadis-Apostolidis, K. Manaa, M. Kadosh, I. Ioannou, V. Vassiliou, S. Kosta, J. J. Vegas Olmosa; Matty Kadosh; Iacovos Ioannou; Vasos Vassiliou; Sokol Kosta; Juan Jose Vegas Olmos
Publié dans: 2024 32nd Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), 2024, ISSN 2377-5750
Éditeur: IEEE
DOI: 10.1109/PDP62718.2024.00040

Leveraging ADROIT6G for Enhanced Reliability and Efficiency of Rail Automation Infrastructure

Auteurs: Carlos Guimarães, Elizaveta Boriskova, Yannic Breiting, Erin E Seder, Giacomo Bernini, Iacovos Ioannou, Christophoros Christophorou, Carla Fabiana Chiasserini, Dinesh Selvaraj, Chaouki Ben Issaid, Mounssif Krouka, Chamith Mawela, Swastika Roy, John Vardakas, Christos Verikoukis
Publié dans: 2025 IEEE Conference on Network Function Virtualization and Software-Defined Networking (NFV-SDN), 2025
Éditeur: IEEE
DOI: 10.1109/NFV-SDN66355.2025.11349564