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

Información del proyecto

ADROIT6G

Identificador del acuerdo de subvención: 101095363

DOI

10.3030/101095363

Fecha de la firma de la CE 15 Noviembre 2022

Fecha de inicio 1 Enero 2023

Fecha de finalización 30 Junio 2026

Financiado con arreglo a

• Digital, Industry and Space

Coste total

€ 6 385 437,50

Aportación de la UE

€ 5 999 998,75

Coordinado por

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

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

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.

Publicaciones

Peer reviewed articles (22)

Edge-device collaborative computing for multi-view classification

Autores: Marco Palena, Tania Cerquitelli, Carla Fabiana Chiasserini
Publicado en: Computer Networks, Edición 254, 2024, ISSN 1389-1286
Editor: Elsevier BV
DOI: 10.1016/j.comnet.2024.110823

Multi-Modal Latent Diffusion

Autores: BB. Mustapha, G. Franzese, and P. Michiardi
Publicado en: MDPI Entropy, 2024, ISSN 2078-2489
Editor: MDPI
DOI: 10.3390/e26040320

DIN: A Decentralized Inexact Newton Algorithm for Consensus Optimization

Autores: A. Ghalkha, C. B. Issaid, A. Elgabli and M. Bennis
Publicado en: IEEE Transactions on Machine Learning in Communications and Networking, 2024, ISSN 2831-316X
Editor: IEEE
DOI: 10.1109/TMLCN.2024.3400756

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

Autores: Anis Elgabli, Chaouki Ben Issaid, Mohamed Badi, Mehdi Bennis
Publicado en: IEEE Internet of Things Journal, 2024, ISSN 2327-4662
Editor: 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

Autores: C. Puligheddu, J. Ashdown, C. F. Chiasserini, F. Restuccia
Publicado en: IEEE Transactions on Mobile Computing, 2024, ISSN 1536-1233
Editor: 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

Autores: Suvidha Mhatre, Ferran Adelantado, Kostas Ramantas, Christos Verikoukis
Publicado en: IEEE Transactions on Vehicular Technology, 2024, ISSN 0018-9545
Editor: 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

Autores: Iacovos Ioannou, S.V. Jansi Rani, Prabagarane Nagaradjane, Christophoros Christophorou, Vasos Vassiliou, Andreas Pitsillides
Publicado en: Ad Hoc Networks, Edición 177, 2025, ISSN 1570-8705
Editor: 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

Autores: S. Rani, I. I. Ioannou, P. Nagaradjan, C. Christophorou, V. Vassiliou, H. Yarramsetti, S. Shridhar, L. Mukund Balaji, A. Pitsillides.
Publicado en: IEEE Access, 2023, ISSN 2169-3536
Editor: 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

Autores: W. A. Aziz, I. I. Ioannou, M. Lestas, H. K. Qureshi, A. Iqbal and V. Vassiliou
Publicado en: IEEE Access, 2023, ISSN 1536-1233
Editor: IEE
DOI: 10.1109/ACCESS.2023.3309002

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

Autores: S. Tripathi, C. Puligheddu,  S. Pramanik, A. Garcia-Saavedra, C. F. Chiasserini
Publicado en: IEEE Transactions on Mobile Computing, 2024, ISSN 1536-1233
Editor: IEEE
DOI: 10.1109/TMC.2023.3254999

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

Autores: 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
Publicado en: Journal of Optical Communications and Networking, Edición 17, 2025, ISSN 1943-0620
Editor: Optica Publishing Group
DOI: 10.1364/JOCN.571277

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

Autores: R. B. Shaik, P. Nagaradjane, I. Ioannou, V. Sittakul, V. Vasiliou, A. Pitsillides.
Publicado en: Computer Networks, 2024, ISSN 1389-1286
Editor: 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

Autores: Vitawat Sittakul, Iacovos Ioannou, Prabagarane Nagaradjane, Vasos Vassiliou
Publicado en: Journal of Network and Computer Applications, Edición 242, 2025, ISSN 1084-8045
Editor: Elsevier BV
DOI: 10.1016/J.JNCA.2025.104276

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

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

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

Autores: I. Ioannou, M. Raspopoulos, P. Nagaradjane, C. Christophorou, W. A. Aziz, V. Vassiliou, A. Pitsillides.
Publicado en: IEEE Access, 2024, ISSN 2169-3536
Editor: IEE
DOI: 10.1109/ACCESS.2024.3411929

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

Autores: Iacovos I. Ioannou, Ala’ Khalifeh, Prabagarane Nagaradjane, Christophoros Christophorou, Vasos Vassiliou, Orestis Neokleous, Andreas Pitsillides
Publicado en: IEEE Access, Edición 13, 2025, ISSN 2169-3536
Editor: 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

Autores: S. Roy, H. Chergui, C. Verikoukis
Publicado en: IEEE Transactions on Vehicular Technology, 2024, ISSN 0018-9545
Editor: IEEE
DOI: 10.48550/arXiv.2307.12903

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

Autores: Antonio Calagna, Yenchia Yu, Paolo Giaccone, Carla Fabiana Chiasserini
Publicado en: IEEE Transactions on Network and Service Management, Edición 22, 2025, ISSN 1932-4537
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TNSM.2025.3579051

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

Autores: T. AlShammari, C. Weeraddana and M. Bennis,
Publicado en: IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2024, ISSN 1536-1233
Editor: IEEE
DOI: 10.1109/TSP.2024.3387277

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

Autores: Michael Savva, Iacovos Ioannou, Vasos Vassiliou
Publicado en: Computer Communications, Edición 241, 2025, ISSN 0140-3664
Editor: 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

Autores: Iakovos Ioannou, Marios Raspopoulos, Prabagarane Nagaradjane, Christophoros Christophorou, Andreas Gregoriades, Vasos Vassiliou
Publicado en: IET Communications, Edición 19, 2025, ISSN 1751-8628
Editor: 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

Autores: H. Xu, J. Wu, Q. Pan, X.Liu, C. Verikoukis
Publicado en: IEEE Journal on Selected Areas in Communications, 2023, ISSN 1536-1233
Editor: 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

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

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

Autores: Razeena Begum Shaik, Prabagarane Nagaradjane, Iacovos Ioannou, Vasos Vassiliou
Publicado en: 2025 IEEE International Conference on Communications Workshops (ICC Workshops), 2025, ISSN 2694-2941
Editor: IEEE
DOI: 10.1109/ICCWORKSHOPS67674.2025.11162220

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

Autores: S. Roy; F. Rezazadeh; H. Chergui; C. Verikoukis
Publicado en: ICC 2023 - IEEE International Conference on Communications, 2023, ISSN 1938-1883
Editor: IEEE
DOI: 10.1109/ICC45041.2023.10279790

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

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

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

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

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

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

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

Autores: Iacovos Ioannou, Michael Savva, Marios Raspopoulos, Christophoros Christophorou, Vasos Vassiliou
Publicado en: 2024 22nd Mediterranean Communication and Computer Networking Conference (MedComNet), 2024
Editor: IEEE
DOI: 10.1109/MedComNet62012.2024.10578201

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

Autores: M. Krouka, A. Elgabli, C. B. Issaid and M. Bennis
Publicado en: 2023 IEEE Wireless Communications and Networking Conference (WCNC), 2023, ISSN 1558-2612
Editor: 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

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

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

Autores: 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
Publicado en: 2023 IEEE Globecom Workshops (GC Wkshps), 2024, ISBN 979-8-3503-7021-8
Editor: IEEE

6G Initial Developments for Flagship Applications Experiments

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

Performance Evaluation of Machine Learning Cluster Metrics for Mobile Network Augmentation

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

Evaluating Localization Algorithms in IoT Networks Under Jamming Attacks

Autores: Michael Savva, Iacovos Ioannou, Vasos Vassiliou
Publicado en: 2024 IFIP Networking Conference (IFIP Networking), 2024
Editor: IEEE
DOI: 10.23919/IFIPNetworking62109.2024.10619065

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

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

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

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

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

Autores: S. Mostafa, M. P. Mota, A.Valcarce, and M. Bennis
Publicado en: GLOBECOM 2023 - 2023 IEEE Global Communications Conference, 2023, ISSN 2576-6813
Editor: ΙΕΕΕ
DOI: 10.1109/GLOBECOM54140.2023.10437954

DIN: A Decentralized Inexact Newton Algorithm for Consensus Optimization

Autores: A. Ghalkha, C.Ben Issaid, A. Elgabli, and M. Bennis
Publicado en: ICC 2023 - IEEE International Conference on Communications, 2023, ISSN 1938-1883
Editor: IEEE
DOI: 10.1109/ICC45041.2023.10278721

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

Autores: Waqar Ali Aziz, Iacovos Ioannou, Marios Lestas, Vasos Vassiliou
Publicado en: 2024 IEEE 30th International Conference on Telecommunications (ICT), 2024
Editor: IEEE
DOI: 10.1109/ICT62760.2024.10606023

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

Autores: Tanveer Ahmad, Xue Jun Li, Muhammad Ashfaq, Michalis Savva, Iacovos Ioannou, Vasos Vassiliou
Publicado en: 2024 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2024
Editor: 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

Autores: Navideh Ghafouri, John S. Vardakas, Kostas Ramantas, Christos Verikoukis
Publicado en: ICC 2025 - IEEE International Conference on Communications, 2025
Editor: IEEE
DOI: 10.1109/ICC52391.2025.11161657

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

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

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

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

Recovery RPL Internet of Things Network under the Jamming Attack

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

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

Autores: A. Elbakary, C. Ben Issaid, M. Shehab, K. Seddik, T. ElBatt, M. Bennis
Publicado en: 2024 IEEE International Conference on Communications, 2024, ISSN 1938-1883
Editor: IEEE
DOI: 10.1109/ICC51166.2024.10622862

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

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

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

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

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

Autores: Irene Keramidi, John S. Vardakas, Ioannis Moscholios, Christos Verikoukis
Publicado en: 2025 25th Anniversary International Conference on Transparent Optical Networks (ICTON), 2025
Editor: IEEE
DOI: 10.1109/ICTON67126.2025.11125229

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

Autores: 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
Publicado en: 2024 32nd Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), 2024, ISSN 2377-5750
Editor: IEEE
DOI: 10.1109/PDP62718.2024.00040

Leveraging ADROIT6G for Enhanced Reliability and Efficiency of Rail Automation Infrastructure

Autores: 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
Publicado en: 2025 IEEE Conference on Network Function Virtualization and Software-Defined Networking (NFV-SDN), 2025
Editor: IEEE
DOI: 10.1109/NFV-SDN66355.2025.11349564