end-to-end Slicing and data-drivEn autoMAtion of Next generation cellular neTworks with mobIle edge Clouds

Projektinformationen

SEMANTIC

ID Finanzhilfevereinbarung: 861165

DOI

10.3030/861165

Projekt abgeschlossen

EK-Unterschriftsdatum 11 September 2019

Startdatum 1 Januar 2020

Enddatum 31 Juli 2024

Finanziert unter

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Gesamtkosten

€ 3 917 315,52

EU-Beitrag

€ 3 917 315,52

Koordiniert durch

ETHNIKO KAI KAPODISTRIAKO PANEPISTIMIO ATHINON
Greece

CORDIS bietet Links zu öffentlichen Ergebnissen und Veröffentlichungen von HORIZONT-Projekten.

Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.

Leistungen

Documents, reports (20)

Training activities reports - Year 2

Training activities reports Year 2

Training activities reports - Year 1

Training activities reports Year 1

Performance evaluation and experimentation

Performance evaluation and experimentation.

Dissemination, standardization, communication and public engagement plan

Dissemination, standardization, communication and public engagement plan.

SoA on integrated access/X-haul and e2e slicing

SoA on integrated accessXhaul and e2e slicing

Dissemination, standardization, communication and public engagement report - Year 4

Dissemination, standardization, communication and public engagement report - Year 4.

Future-proof NR techniques beyond 5G

Futureproof NR techniques beyond 5G

Performance evaluation of automated network control and proof-of-concept

Performance evaluation of automated network control and proof-of-concept.

Dissemination, standardization, communication and public engagement report - Year 3

Dissemination standardization communication and public engagement report Year 3

Dissemination, standardization, communication and public engagement report - Year 1

Dissemination standardization communication and public engagement report Year 1

Performance evaluation of e2e slicing and traffic steering towards IAB

Performance evaluation of e2e slicing and traffic steering towards IAB.

SoA on network control and automation tools
Dissemination, standardization, communication and public engagement report - Year 2

Dissemination standardization communication and public engagement report Year 2

Training activities reports - Year 3

Training activities reports Year 3

Performance evaluation of MEC-empowered enhancements

Performance evaluation of MEC-empowered enhancements.

MEC service-provisioning for the beyond 5G RAN

MEC serviceprovisioning for the beyond 5G RAN

SoA on MEC/RAN convergence and services

SoA on MECRAN convergence and services

Design & optimizations for integrated access/X-haul, e2e slicing and traffic steering

Design optimizations for integrated accessXhaul e2e slicing and traffic steering

Training activities reports - Year 4

Training activities reports - Year 4.

Recent trends and SoA techniques for multi-GHz radio

Recent trends and SoA techniques for multiGHz radio

Veröffentlichungen

Peer reviewed articles (6)

Full-Duplex Millimeter Wave MIMO Channel Estimation: A Neural Network Approach

Autoren: Mehdi Sattari, Hao Guo, Deniz Gündüz, Ashkan Panahi, Tommy Svensson
Veröffentlicht in: IEEE Transactions on Machine Learning in Communications and Networking, Ausgabe 2, 2024, Seite(n) 1093-1108, ISSN 2831-316X
Herausgeber: IEEE
DOI: 10.1109/tmlcn.2024.3432865

Explanation-Guided Fair Federated Learning for Transparent 6G RAN Slicing

Autoren: Roy, Swastika; Chergui, Hatim; Verikoukis, Christos
Veröffentlicht in: IEEE Transactions on Cognitive Communications and Networking, Ausgabe 13/5/2024, 2024, ISSN 2332-7731
Herausgeber: IEEE
DOI: 10.48550/arxiv.2307.09494

Machine Learning for Millimeter Wave and Terahertz Beam Management: A Survey and Open Challenges

Autoren: M. Qurratulain Khan; Abdo Gaber; Philipp Schulz; Gerhard Fettweis
Veröffentlicht in: IEEE Access, Vol 11, Pp 11880-11902 (2023), Ausgabe 9, 2023, ISSN 2169-3536
Herausgeber: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3242582

Survey on Network Slicing for Internet of Things Realization in 5G Networks

Autoren: Shalitha Wijethilaka, Madhusanka Liyanage
Veröffentlicht in: IEEE Communications Surveys & Tutorials, Ausgabe 23, 2021, Seite(n) 957-994, ISSN 1553-877X
Herausgeber: Institute of Electrical and Electronics Engineers
DOI: 10.1109/comst.2021.3067807

A Low-Complexity Machine Learning Design for mmWave Beam Prediction

Autoren: Muhammad Qurratulain Khan; Abdo Gaber; Mohammad Parvini; Philipp Schulz; Gerhard Fettweis
Veröffentlicht in: IEEE Wireless Communications Letters, Ausgabe 13, 2024, ISSN 2162-2345
Herausgeber: IEEE
DOI: 10.1109/lwc.2024.3381447

Reducing Microservices Interference and Deployment Time in Resource-Constrained Cloud Systems

Autoren: Madhura Adeppady, Paolo Giaccone, Holger Karl, Carla Fabiana Chiasserini
Veröffentlicht in: IEEE Transactions on Network and Service Management, Ausgabe 20, 2023, Seite(n) 3135-3147, ISSN 1932-4537
Herausgeber: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2023.3235710

Conference proceedings (16)

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

Autoren: Kasuluru V.; Blanco L.; Zeydan E.
Veröffentlicht in: IEEE International Mediterranean Conference on Communications and Networking (MeditCom), Ausgabe September 2023, 2023
Herausgeber: IEEE
DOI: 10.1109/MeditCom58224.2023.10266607

CeDA-BatOp 2.0: Enhanced Framework for Base Station Parameter Optimization and Automation with Joint Optimization, Controlled Drift Analysis and Pseudo-Labeling

Autoren: Sudharshan Paindi Jayakumar, Alberto Conte
Veröffentlicht in: 2023 9th International Conference on Computer and Communications (ICCC), 2024
Herausgeber: IEEE
DOI: 10.1109/iccc59590.2023.10507474

AIaaS for ORAN-based 6G Networks: Multi-time Scale Slice Resource Management with DRL

Autoren: Mhatre, Suvidha; Adelantado, Ferran; Ramantas, Kostas; Verikoukis, Christos
Veröffentlicht in: IEEE International Conference on Communications, Ausgabe 12, 2024
Herausgeber: IEEE
DOI: 10.48550/arxiv.2311.11668

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

Autoren: Roy, Swastika; Rezazadeh, Farhad; Chergui, Hatim; Verikoukis, Christos
Veröffentlicht in: IEEE International Conference on Communications (ICC), Ausgabe June 2023, 2023, ISBN 978-1-5386-7462-8
Herausgeber: IEEE
DOI: 10.1109/icc45041.2023.10279790

A Cloud Native SLA-Driven Stochastic Federated Learning Policy for 6G Zero-Touch Network Slicing

Autoren: Swastika Roy; Hatim Chergui; Luis Sanabria; C. verikoukis
Veröffentlicht in: ICC 2022 - IEEE International Conference on Communications, Ausgabe May 2022, 2022
Herausgeber: IEEE
DOI: 10.1109/icc45855.2022.9838376

Minimizing Power Consumption under SINR Constraints for Cell-Free Massive MIMO in O-RAN

Autoren: Vaishnavi Kasuluru, Luis Blanco, Miguel Ángel Vázquez, Cristian J. Vaca-Rubio, Engin Zeydan
Veröffentlicht in: In proc. of IEEE 20th International Conference on Network and Service Management (CNSM), 2024
Herausgeber: IEEE
DOI: 10.5281/zenodo.13698547

ML-based Resolution Time Prediction of Trouble Ticket for Operational Telecommunication Network

Autoren: Maryam Bandali, Jaume Rius I Riu, Andreas Lewitzki, James Gross
Veröffentlicht in: IEEE International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD), 2022
Herausgeber: IEEE
DOI: 10.5281/zenodo.13646609

RIS-Assisted Interference Mitigation for Uplink NOMA

Autoren: Tabeshnezhad, Azadeh; Swindlehurst, A. Lee; Svensson, Tommy
Veröffentlicht in: IEEE Wireless Communications and Networking Conference (WCNC), Ausgabe 22, 2023
Herausgeber: IEEE
DOI: 10.1109/wcnc55385.2023.10119107

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

Autoren: Vaishnavi Kasuluru, Luis Blanco, Engin Zeydan, Albert Bel, Angelos Antonopoulos
Veröffentlicht in: European Conference on Networks and Communications (EuCNC), Ausgabe June 2024, 2024
Herausgeber: IEEE
DOI: 10.1109/eucnc/6gsummit60053.2024.10597068

Resilient Base Station Parameter Optimization amidst UE Parameter Anomalies: A Strategic Zeroing-Out Approach

Autoren: Sudharshan Paindi Jayakumar
Veröffentlicht in: 2024 5th International Conference on Electronics and Signal Processing (ICESP 2024), 2024
Herausgeber: ICESP
DOI: 10.5281/zenodo.13628787

Towards Robust Anomaly Detection in User Equipment Parameters: A Deep Generalized Canonical Correlation Analysis approach

Autoren: Sudharshan Paindi Jayakumar
Veröffentlicht in: 2023 International Conference on Electrical, Communication and Computer Engineering (ICECCE), 2024
Herausgeber: IEEE
DOI: 10.1109/icecce61019.2023.10442054

Keynote Talk: Deployment and Management of Edge Microservices

Autoren: Carla Fabiana Chiasserini
Veröffentlicht in: Proceedings of the 24th International Conference on Distributed Computing and Networking, Ausgabe January 2023, 2024
Herausgeber: ACM
DOI: 10.1145/3571306.3571316

Framework: Clustering-Driven Approach for Base Station Parameter Optimization and Automation (CeDA-BatOp)

Autoren: Sudharshan Paindi Jayakumar, Alberto Conte
Veröffentlicht in: 2024 IEEE 21st Consumer Communications & Networking Conference (CCNC), 2024
Herausgeber: IEEE
DOI: 10.1109/ccnc51664.2024.10454773

Distributed LSTM-based Slice Resource Allocation for Beyond 5G Networks

Autoren: Ali Ehsanian, Thrasyvoulos Spyropoulos
Veröffentlicht in: 2024 International Conference on Computing, Networking and Communications (ICNC), Ausgabe 49, 2024, Seite(n) 868-874
Herausgeber: IEEE
DOI: 10.1109/icnc59896.2024.10556119

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

Autoren: Vaishnavi Kasuluru, Luis Blanco, Cristian J. Vaca-Rubio, Engin Zeydan
Veröffentlicht in: In Proc. IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2024
Herausgeber: IEEE
DOI: 10.5281/zenodo.13710117

On the Generalization of Machine Learning for mmWave Beam Prediction

Autoren: Khan, Muhammad Qurratulain
Veröffentlicht in: 19th International Symposium on Wireless Communication Systems (ISWCS), Ausgabe July 2024, 2024
Herausgeber: ISWCS
DOI: 10.5281/zenodo.12805729

Other (1)

ML-based Resolution Time Prediction of Trouble Ticket for Operational Telecommunication Network

Autoren: Bandali, M., Rius I Riu, J., Gross, J., Lewitzki, A., & Roy, D.
Veröffentlicht in: IEEE Transactions on Network and Service Management, 2024, ISSN -2024-07360
Herausgeber: IEEE
DOI: 10.5281/zenodo.13646987