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

Información del proyecto

SEMANTIC

Identificador del acuerdo de subvención: 861165

DOI

10.3030/861165

Proyecto cerrado

Fecha de la firma de la CE 11 Septiembre 2019

Fecha de inicio 1 Enero 2020

Fecha de finalización 31 Julio 2024

Financiado con arreglo a

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Coste total

€ 3 917 315,52

Aportación de la UE

€ 3 917 315,52

Coordinado por

ETHNIKO KAI KAPODISTRIAKO PANEPISTIMIO ATHINON
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 (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

Publicaciones

Peer reviewed articles (6)

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

Autores: Mehdi Sattari, Hao Guo, Deniz Gündüz, Ashkan Panahi, Tommy Svensson
Publicado en: IEEE Transactions on Machine Learning in Communications and Networking, Edición 2, 2024, Página(s) 1093-1108, ISSN 2831-316X
Editor: IEEE
DOI: 10.1109/tmlcn.2024.3432865

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

Autores: Roy, Swastika; Chergui, Hatim; Verikoukis, Christos
Publicado en: IEEE Transactions on Cognitive Communications and Networking, Edición 13/5/2024, 2024, ISSN 2332-7731
Editor: IEEE
DOI: 10.48550/arxiv.2307.09494

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

Autores: M. Qurratulain Khan; Abdo Gaber; Philipp Schulz; Gerhard Fettweis
Publicado en: IEEE Access, Vol 11, Pp 11880-11902 (2023), Edición 9, 2023, ISSN 2169-3536
Editor: 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

Autores: Shalitha Wijethilaka, Madhusanka Liyanage
Publicado en: IEEE Communications Surveys & Tutorials, Edición 23, 2021, Página(s) 957-994, ISSN 1553-877X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/comst.2021.3067807

A Low-Complexity Machine Learning Design for mmWave Beam Prediction

Autores: Muhammad Qurratulain Khan; Abdo Gaber; Mohammad Parvini; Philipp Schulz; Gerhard Fettweis
Publicado en: IEEE Wireless Communications Letters, Edición 13, 2024, ISSN 2162-2345
Editor: IEEE
DOI: 10.1109/lwc.2024.3381447

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

Autores: Madhura Adeppady, Paolo Giaccone, Holger Karl, Carla Fabiana Chiasserini
Publicado en: IEEE Transactions on Network and Service Management, Edición 20, 2023, Página(s) 3135-3147, ISSN 1932-4537
Editor: 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

Autores: Kasuluru V.; Blanco L.; Zeydan E.
Publicado en: IEEE International Mediterranean Conference on Communications and Networking (MeditCom), Edición September 2023, 2023
Editor: 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

Autores: Sudharshan Paindi Jayakumar, Alberto Conte
Publicado en: 2023 9th International Conference on Computer and Communications (ICCC), 2024
Editor: IEEE
DOI: 10.1109/iccc59590.2023.10507474

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

Autores: Mhatre, Suvidha; Adelantado, Ferran; Ramantas, Kostas; Verikoukis, Christos
Publicado en: IEEE International Conference on Communications, Edición 12, 2024
Editor: IEEE
DOI: 10.48550/arxiv.2311.11668

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

Autores: Roy, Swastika; Rezazadeh, Farhad; Chergui, Hatim; Verikoukis, Christos
Publicado en: IEEE International Conference on Communications (ICC), Edición June 2023, 2023, ISBN 978-1-5386-7462-8
Editor: IEEE
DOI: 10.1109/icc45041.2023.10279790

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

Autores: Swastika Roy; Hatim Chergui; Luis Sanabria; C. verikoukis
Publicado en: ICC 2022 - IEEE International Conference on Communications, Edición May 2022, 2022
Editor: IEEE
DOI: 10.1109/icc45855.2022.9838376

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

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

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

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

RIS-Assisted Interference Mitigation for Uplink NOMA

Autores: Tabeshnezhad, Azadeh; Swindlehurst, A. Lee; Svensson, Tommy
Publicado en: IEEE Wireless Communications and Networking Conference (WCNC), Edición 22, 2023
Editor: IEEE
DOI: 10.1109/wcnc55385.2023.10119107

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

Autores: Vaishnavi Kasuluru, Luis Blanco, Engin Zeydan, Albert Bel, Angelos Antonopoulos
Publicado en: European Conference on Networks and Communications (EuCNC), Edición June 2024, 2024
Editor: IEEE
DOI: 10.1109/eucnc/6gsummit60053.2024.10597068

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

Autores: Sudharshan Paindi Jayakumar
Publicado en: 2024 5th International Conference on Electronics and Signal Processing (ICESP 2024), 2024
Editor: ICESP
DOI: 10.5281/zenodo.13628787

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

Autores: Sudharshan Paindi Jayakumar
Publicado en: 2023 International Conference on Electrical, Communication and Computer Engineering (ICECCE), 2024
Editor: IEEE
DOI: 10.1109/icecce61019.2023.10442054

Keynote Talk: Deployment and Management of Edge Microservices

Autores: Carla Fabiana Chiasserini
Publicado en: Proceedings of the 24th International Conference on Distributed Computing and Networking, Edición January 2023, 2024
Editor: ACM
DOI: 10.1145/3571306.3571316

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

Autores: Sudharshan Paindi Jayakumar, Alberto Conte
Publicado en: 2024 IEEE 21st Consumer Communications & Networking Conference (CCNC), 2024
Editor: IEEE
DOI: 10.1109/ccnc51664.2024.10454773

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

Autores: Ali Ehsanian, Thrasyvoulos Spyropoulos
Publicado en: 2024 International Conference on Computing, Networking and Communications (ICNC), Edición 49, 2024, Página(s) 868-874
Editor: IEEE
DOI: 10.1109/icnc59896.2024.10556119

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

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

On the Generalization of Machine Learning for mmWave Beam Prediction

Autores: Khan, Muhammad Qurratulain
Publicado en: 19th International Symposium on Wireless Communication Systems (ISWCS), Edición July 2024, 2024
Editor: ISWCS
DOI: 10.5281/zenodo.12805729

Other (1)

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

Autores: Bandali, M., Rius I Riu, J., Gross, J., Lewitzki, A., & Roy, D.
Publicado en: IEEE Transactions on Network and Service Management, 2024, ISSN -2024-07360
Editor: IEEE
DOI: 10.5281/zenodo.13646987