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 (14)

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

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

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

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

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

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

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 (19)

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

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

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

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

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

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

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

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

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