Distributed management of Network Slices in beyond 5G

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

Factsheet and project presentation
Trust model and trust management approaches
Final Report on dissemination, standardization & exploitation plans

Final Report on dissemination standardization exploitation plans

Report on Integration and testing of the MonB5G AE and MS
Technical report on system integration and operation
Final report on AI-driven MonB5G energy efficiency techniques

Final report on AIdriven MonB5G energy efficiency techniques

1st release of the MonB5G architecture
Press Release
Initial report on AI-driven techniques for the MonB5G DE
Final report on AI-driven techniques for the MonB5G DE

Final report on AIdriven techniques for the MonB5G DE

Initial report on AI-driven techniques for the MonB5G AE/MS
Report on implementation and testing of security and energy management techniques
Technical report on the integration of MonB5G technologies in the network architecture
Techno-economic analysis of the beyond 5G environment, use case requirements and KPIs

Technoeconomic analysis of the beyond 5G environment use case requirements and KPIs

Final Publishable Activity Report
Final Press Release
Final release of the MonB5G architecture (including security)

Final release of the MonB5G architecture including security

Preliminary report on AI-driven MonB5G security and energy efficiency techniques
1st Report on dissemination, standardization & exploitation plans

1st Report on dissemination standardization exploitation plans

2nd Report on dissemination, standardization & exploitation plans

2nd Report on dissemination standardization exploitation plans

Final report on AI-driven MonB5G security techniques

Final report on AIdriven MonB5G security techniques

Final report on AI-driven techniques for the MonB5G AE/MS

Final report on AIdriven techniques for the MonB5G AEMS

Report on Integration and testing of the MonB5G DE

Website development and creation of social accounts
Project Video Presentation

Demonstration of zero-touch multi-domain service management

Demonstration of zerotouch multidomain service management

Demonstration of AI-assisted security monitoring and enforcement

Demonstration of AIassisted security monitoring and enforcement

Publicaciones

DRL-based Slice Placement Under Non-Stationary Conditions

Autores: Jose Jurandir Alves Esteves, Amina Boubendir, Fabrice Guillemin, Pierre Sens
Publicado en: Networking and Internet Architecture (cs.NI); Machine Learning (cs.LG), 2021
Editor: Networking and Internet Architecture (cs.NI); Machine Learning (cs.LG)
DOI: 10.48550/arxiv.2108.02495

Entropy-Driven Stochastic Policy for Fast Federated Learning in Beyond 5G Edge-RAN

Autores: B. Aamer, H. Chergui, M. Benjillali and C. Verikoukis
Publicado en: 2021 IEEE Global Communications Conference (GLOBECOM), 2021
Editor: IEEE
DOI: 10.1109/globecom46510.2021.9685786

NSBchain: A Secure Blockchain Framework for Network Slicing Brokerage

Autores: Lanfranco Zanzi, Antonio Albanese, Vincenzo Sciancalepore, Xavier Costa-Perez
Publicado en: ICC 2020 - 2020 IEEE International Conference on Communications (ICC), 2020, Página(s) 1-7, ISBN 978-1-7281-5089-5
Editor: IEEE
DOI: 10.1109/icc40277.2020.9149414

A Trust architecture for the SLA management in 5G networks

Autores: S. B. Saad, A. Ksentini and B. Brik
Publicado en: ICC 2021 - IEEE International Conference on Communications, Edición CC 2021 - IEEE International Conference on Communications, Montreal, QC, Canada, 2021, pp. 1-6, 2021
Editor: IEEE
DOI: 10.1109/icc42927.2021.9500990

DRL-based Slice Placement under Realistic Network Load Conditions

Autores: Jose Jurandir Alves Esteves; Amina Boubendir; Fabice Guillemin; Pierre Sens
Publicado en: https://hal.inria.fr/hal-03516310, Edición 12, 2020
Editor: Networking and Internet Architecture (cs.NI); Artificial Intelligence (cs.AI)
DOI: 10.48550/arxiv.2109.12857

Continuous Multi-objective Zero-touch Network Slicing via Twin Delayed DDPG and OpenAI Gym

Autores: Rezazadeh, Farhad; Chergui, Hatim; Alonso, Luis; Verikoukis, Christos
Publicado en: IEEE GLobecom, Edición 10, 2020
Editor: IEEE
DOI: 10.5281/zenodo.4459653

On Predicting Service-oriented Network Slices Performances in 5G: A Federated Learning Approach

Autores: Bouziane Brik, Adlen Ksentini
Publicado en: 2020 IEEE 45th Conference on Local Computer Networks (LCN), 2020, Página(s) 164-171, ISBN 978-1-7281-7158-6
Editor: IEEE
DOI: 10.1109/lcn48667.2020.9314849

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, 2022
Editor: IEEE
DOI: 10.1109/icc45855.2022.9838376

SafeSCHEMA: Multi-domain Orchestration of Slices based on SafeRL for B5G Networks

Autores: Anestis Dalgkitsis; Ashima Chawla; Anne-Marie Bosneag; Christos Verikoukis
Publicado en: Crossref, Edición 11, 2022
Editor: GLOBECOM 2022 - 2022 IEEE Global Communications Conference
DOI: 10.5281/zenodo.7875896

CDF-Aware Federated Learning for Low SLA Violations in Beyond 5G Network Slicing

Autores: Hatim Chergui; Luis Blanco; Christos Verikoukis
Publicado en: ICC 2021 - IEEE International Conference on Communications, 2021
Editor: IEEE
DOI: 10.1109/icc42927.2021.9501058

Heuristic for Edge-enabled Network Slicing Optimization using the “Power of Two Choices”

Autores: Jose Jurandir Alves Esteves, Amina Boubendir, Fabrice Guillemin, Pierre Sens
Publicado en: 2020 16th International Conference on Network and Service Management (CNSM), 2020, Página(s) 1-9, ISBN 978-3-903176-31-7
Editor: IEEE
DOI: 10.23919/cnsm50824.2020.9269099

Edge-enabled Optimized Network Slicing in Large Scale Networks

Autores: Jose Jurandir Alves Esteves, Amina Boubendir, Fabice Guillemin, Pierre Sens
Publicado en: 2020 11th International Conference on Network of the Future (NoF), 2020, Página(s) 129-131, ISBN 978-1-7281-8055-7
Editor: IEEE
DOI: 10.1109/nof50125.2020.9249208

Deterministic Service Function Chaining over Beyond 5G Edge Fabric

Autores: H.Yu, T.Taleb, J.Zhang
Publicado en: 2021 IEEE Global Communications Conference (GLOBECOM), 2021
Editor: IEEE
DOI: 10.1109/globecom46510.2021.9685927

A network tomography approach for anomaly localization in Service Function Chaining

Autores: M. Rahali, J. -M. Sanner, C. -T. Phan and G. Rubino
Publicado en: 2021 International Symposium on Networks, Computers and Communications (ISNCC), 2021
Editor: IEEE
DOI: 10.1109/isncc52172.2021.9615786

Location-based Data Model for Optimized Network Slice Placement

Autores: Jose Jurandir Alves Esteves, Amina Boubendir, Fabrice Guillemin, Pierre Sens
Publicado en: 2020 6th IEEE Conference on Network Softwarization (NetSoft), 2020, Página(s) 404-412, ISBN 978-1-7281-5684-2
Editor: IEEE
DOI: 10.1109/netsoft48620.2020.9165427

Scalable end-to-end slice embedding and reconfiguration based on independent DQN agents

Autores: P. Doanis, T. Giannakas and T. Spyropoulos
Publicado en: GLOBECOM 2022 - 2022 IEEE Global Communications Conference, 2022
Editor: IEEE
DOI: 10.1109/globecom48099.2022.10001068

Optimized Network Slicing Proof-of-Concept with Interactive Gaming Use Case

Autores: Jose Jurandir Alves Esteves, Amina Boubendir, Fabice Guillemin, Pierre Sens
Publicado en: 2020 23rd Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN), 2020, Página(s) 150-152, ISBN 978-1-7281-5128-1
Editor: IEEE
DOI: 10.1109/icin48450.2020.9059328

Microservices Configurations and the Impact on the Performance in Cloud Native Environments

Autores: Mekki, Mohamed; Toumi, Nassima; Ksentini, Adlen
Publicado en: 47th Annual IEEE Conference on Local Computer Networks, 26-29 September 2022, Edmonton, Canada, 2022
Editor: IEEE
DOI: 10.1109/lcn53696.2022.9843385

Graph-based Interpretable Anomaly Detection Framework for Network Slice Management in Beyond 5G Networks

Autores: Ashima Chawla; Anne-Marie Bosneag; Anestis Dalgkitsis
Publicado en: 2023
Editor: IEEE
DOI: 10.1109/noms56928.2023.10154357

Towards SDN-based Deterministic Networking: Deterministic E2E Delay Case

Autores: Aiman Nait Abbou, Tarik Taleb, JaeSeung Song
Publicado en: 2021 IEEE Global Communications Conference (GLOBECOM) , 2021, p.210-6, 2022
Editor: IEEE
DOI: 10.1109/globecom46510.2021.9685656

5G-Enabled Defence-in-Depth for Multi-domain Operations

Autores: S. Kukliński, K. Szczypiorski, K. Wrona and J. Bieniasz
Publicado en: MILCOM 2022 - 2022 IEEE Military Communications Conference (MILCOM), 2022
Editor: IEEE
DOI: 10.1109/milcom55135.2022.10017753

Performance evaluation of the OSM orchestrator

Autores: Robert Kołakowski, Lechosław Tomaszewski, Sławomir Kukliński
Publicado en: 2021 IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), 2021
Editor: IEEE
DOI: 10.1109/nfv-sdn53031.2021.9665052

SCHEMA: Service Chain Elastic Management with Distributed Reinforcement Learning

Autores: Anestis Dalgkitsis, Luis A. Garrido, Prodromos-Vasileios Mekikis, Kostas Ramantas, Luis Alonso, Christos Verikoukis
Publicado en: IEEE Global Communications Conference (GLOBECOM), 2021
Editor: IEEE
DOI: 10.1109/globecom46510.2021.9685162

Dynamic Resource Aware VNF Placement with Deep Reinforcement Learning for 5G Networks

Autores: Anestis Dalgkitsis, Prodromos-Vasileios Mekikis, Angelos Antonopoulos, Georgios Kormentzas, Christos Verikoukis
Publicado en: GLOBECOM 2020 - 2020 IEEE Global Communications Conference, 2020, Página(s) 1-6, ISBN 978-1-7281-8298-8
Editor: IEEE
DOI: 10.1109/globecom42002.2020.9322512

In-Slice Management Decomposition and Implementation Issues

Autores: Sławomir Kukliński
Publicado en: 2022 IEEE Future Networks World Forum (FNWF), 2022
Editor: IEEE
DOI: 10.1109/fnwf55208.2022.00073

KRS: Kubernetes Resource Scheduler for resilient NFV networks

Autores: Rahali, Mohamed; Phan, Cao-Thanh; Rubino, Gerardo
Publicado en: GLOBECOM 2021 - IEEE Global Communications Conference, Dec 2021, Madrid, Spain. pp.1-6, Edición 1, 2021
Editor: IEEE
DOI: 10.1109/globecom46510.2021.9685328

A collaborative statistical actor-critic learning approach for 6G network slicing control

Autores: Farhad Rezazadeh; Hatim Chergui; Luis Blanco; Luis Alonso; Christos Verikoukis
Publicado en: 2021 IEEE Global Communications Conference (GLOBECOM), Edición 12, 2021
Editor: IEEE
DOI: 10.48550/arxiv.2201.08990

Learning Sparsity of Representations with Discrete Latent Variables

Autores: Zhao Xu; Daniel Onoro Rubio; Giuseppe Serra; Mathias Niepert
Publicado en: IJCNN, Edición 18, 2021
Editor: IEEE
DOI: 10.1109/ijcnn52387.2021.9533762

Actor-Critic-Based Learning for Zero-touch Joint Resource and Energy Control in Network Slicing

Autores: F. Rezazadeh, H. Chergui, L. Christofi and C. Verikoukis
Publicado en: ICC 2021 - IEEE International Conference on Communications, Montreal, QC, Canada, 2021, pp. 1-6, 2021
Editor: IEEE
DOI: 10.1109/icc42927.2021.9500265

π-ROAD: a Learn-as-You-Go Framework for On-Demand Emergency Slices in V2X Scenarios

Autores: Armin Okic, Lanfranco Zanzi, Vincenzo Sciancalepore, Alessandro Redondi, Xavier Costa-Perez
Publicado en: IEEE INFOCOM 2021 - IEEE Conference on Computer Communications, 2021
Editor: IEEE
DOI: 10.48550/arxiv.2012.06208

Latency-aware Service Placement and Live Migrations in 5G and Beyond Mobile Systems

Autores: Badr Eddine Mada, Miloud Bagaa, Tarik Tale, Hannu Flinck
Publicado en: ICC 2020 - 2020 IEEE International Conference on Communications (ICC), 2020, Página(s) 1-6, ISBN 978-1-7281-5089-5
Editor: IEEE
DOI: 10.1109/icc40277.2020.9148940

Machine Learning for Network Slicing in Future Mobile Networks: Design and Implementation

Autores: L. A. Garrido, A. Dalgkitsis, K. Ramantas and C. Verikoukis
Publicado en: 2021 IEEE International Mediterranean Conference on Communications and Networking (MeditCom), 2021
Editor: IEEE
DOI: 10.1109/meditcom49071.2021.9647571

Uncertainty Propagation in Node Classification

Autores: Zhao Xu, Carolin Lawrence, Ammar Shaker, Raman Siarheyeu
Publicado en: 2022 IEEE International Conference on Data Mining (ICDM), 2022
Editor: IEEE
DOI: 10.1109/icdm54844.2022.00167

Distributed AI-based Security for Massive Numbers of Network Slices in 5G & Beyond Mobile Systems

Autores: Benzaid Chafika; Tarik Taleb; Cao-Thanh Phan; Christos Tselios; George Tsolis
Publicado en: EuCNC/6G Summit, Edición 6, 2021
Editor: IEEE
DOI: 10.1109/eucnc/6gsummit51104.2021.9482418

Context-Aware Traffic Prediction: Loss Function Formulation for Predicting Traffic in 5G Networks

Autores: L. A. Garrido, P. -V. Mekikis, A. Dalgkitsis and C. Verikoukis
Publicado en: ICC 2021 - IEEE International Conference on Communications, 2021
Editor: IEEE
DOI: 10.1109/icc42927.2021.9500735

Demo: Blockchain-based Inter-Provider Agreements for 6G Networks

Autores: F. Javed and J. Mangues-Bafalluy
Publicado en: 2022 18th International Conference on Network and Service Management (CNSM), 2022
Editor: IEEE
DOI: 10.23919/cnsm55787.2022.9965033

MonB5G: AI/ML-Capable Distributed Orchestration and Management Framework for Network Slices

Autores: Slawomir Kuklinski; Robert Kolakowski; Lechoslaw Tomaszewski; Luis Sanabria-Russo; Christos Verikoukis; Cao-Thanh Phan; Lanfranco Zanzi; Francesco Devoti; Adlen Ksentini; Christos Tselios; George Tsolis; Hatim Chergui
Publicado en: 2021 IEEE International Mediterranean Conference on Communications and Networking (MeditCom), Edición 12, 2021
Editor: IEEE
DOI: 10.1109/meditcom49071.2021.9647681

A Novel Architectural Approach for the Provision of Scalable and Automated Network Slice Management, in 5G and Beyond

Autores: Slawomir Kuklinski, Lechoslaw Tomaszewski, Ioannis P. Chochliouros, Christos Verikoukis, Robert Kołakowski, Anastasia S. Spiliopoulou and Alexandros Kostopoulos
Publicado en: IFIP Advances in Information and Communication Technology (AICT), Edición Vol.628, 2021, Página(s) 39-51, ISBN 978-3-030-79156-8
Editor: Springer Nature Switzerland AG
DOI: 10.1007/978-3-030-79157-5_4

Deep Learning for B5G Open Radio Access Network: Evolution, Survey, Case Studies, and Challenges

Autores: Bouziane Brik; Karim Boutiba; Adlen Ksentini
Publicado en: IEEE Open Journal of the Communications Society ( Volume: 3), Edición 2, 2022, ISSN 2644-125X
Editor: IEEE
DOI: 10.1109/ojcoms.2022.3146618

An end-to-end trusted architecture for network slicing in 5G and beyond networks

Autores: Ben Saad, Sabra; Ksentini, Adlen; Brik, Bouziane
Publicado en: Security and Privacy. 2022; 5( 1):e186., 2022, ISSN 2475-6725
Editor: wiley
DOI: 10.1002/spy2.186

Deep data plane programming and AI for zero-trust self-driven networking in beyond 5G

Autores: Othmane Hireche; Chafika Benzaïd; Tarik Taleb
Publicado en: Computer Networks, Edición 1, 2022, ISSN 1389-1286
Editor: Elsevier BV
DOI: 10.1016/j.comnet.2021.108668

Deterministic Latency/Jitter-Aware Service Function Chaining Over Beyond 5G Edge Fabric

Autores: H.Yu, T.Taleb, J.Zhang
Publicado en: IEEE Transactions on Network and Service Management ( Volume: 19, Edición: 3, September 2022), 2022, ISSN 1932-4537
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2022.3151431

Toward Zero-Touch Management and Orchestration of Massive Deployment of Network Slices in 6G

Autores: Hatim Chergui , Adlen Ksentini , Luis Blanco , Christos Verikoukis
Publicado en: IEEE Wireless Communications ( Volume: 29, Edición: 1, February 2022), 2022, ISSN 1536-1284
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mwc.009.00366

Deterministic Latency Bounded Network Slice Deployment in IP-over-WDM based Metro-Aggregation Networks

Autores: Hao Yu; Tarik Taleb; Jiawei Zhang; Honggang Wang
Publicado en: IEEE Transactions on Network Science and Engineering ( Volume: 9, Edición: 2, 01 March-April 2022), Edición 9, 2021, ISSN 2327-4697
Editor: IEEE Computer Society
DOI: 10.1109/tnse.2021.3127718

Post-Quantum Blockchain-based Secure Service Orchestration in Multi-Cloud Networks

Autores: Engin Zeydan, Jorge Baranda, Josep Mangues
Publicado en: IEEE Access ( Volume: 10), 2022, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3228823

Data Driven Service Orchestration for Vehicular Networks

Autores: Anestis Dalgkitsis, Prodromos-Vasileios Mekikis, Angelos Antonopoulos, Christos Verikoukis
Publicado en: IEEE Transactions on Intelligent Transportation Systems ( Volume: 22, Edición: 7, July 2021), 2020, Página(s) 4100 - 4109, ISSN 1524-9050
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tits.2020.3011264

LACO: A Latency-Driven Network Slicing Orchestration in Beyond-5G Networks

Autores: Lanfranco Zanzi, Vincenzo Sciancalepore, Andres Garcia-Saavedra, Hans Dieter Schotten, Xavier Costa-Perez
Publicado en: IEEE Transactions on Wireless Communications, Edición 20/1, 2021, Página(s) 667-682, ISSN 1536-1276
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/twc.2020.3027963

Toward Securing Federated Learning against Poisoning Attacks in Zero Touch B5G networks

Autores: S. B. Saad, B. BRIK and A. KSENTINI
Publicado en: IEEE Transactions on Network and Service Management, doi: 10.1109/TNSM.2023.3278838., 2023, ISSN 1932-4537
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2023.3278838.

A Novel QoS Framework for Network Slicing in 5G and Beyond Networks Based on SDN and NFV

Autores: Zhaogang Shu, Tarik Taleb
Publicado en: IEEE Network, Edición 34/3, 2020, Página(s) 256-263, ISSN 0890-8044
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mnet.001.1900423

Blockchain-based Service Orchestration for 5G Vertical Industries in Multi-Cloud Environment

Autores: Engin Zeydan; Jorge Baranda; Josep Nangues; Y. Turk; S. B. Ozturk
Publicado en: IEEE Trans. Netw. Serv. Manage.: 19 pp. 1-1 (4)., 2022, ISSN 1932-4537
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2022.3194078

QoS and Resource-Aware Security Orchestration and Life Cycle Management

Autores: M. Bagaa, Tarik Taleb, Jorge Bernal Bernabe, Antonio Skarmeta
Publicado en: IEEE Transactions on Mobile Computing, 2022, ISSN 1536-1233
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmc.2020.3046968

Trust in 5G and Beyond Networks

Autores: Chafika Benzaid, Tarik Taleb, Muhammad Zubair Farooqi
Publicado en: IEEE Network, 2021, Página(s) 1-11, ISSN 0890-8044
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mnet.011.2000508

Service Function Chaining in 5G & Beyond Networks: Challenges and Open Research Issues

Autores: Hajar Hantouti; Nabil Benamar; Tarik Taleb
Publicado en: IEEE Network ( Volume: 34, Edición: 4, July/August 2020), Edición 6, 2020, ISSN 0890-8044
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mnet.001.1900554

The Road beyond 5G: A Vision and Insight of the Key Technologies

Autores: Konstantinos Samdanis, Tarik Taleb
Publicado en: IEEE Network, Edición 34/2, 2020, Página(s) 135-141, ISSN 0890-8044
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mnet.001.1900228

A Heuristically Assisted Deep Reinforcement Learning Approach for Network Slice Placement

Autores: J. J. Alves Esteves, A. Boubendir, F. Guillemin and P. Sens
Publicado en: IEEE Transactions on Network and Service Management ( Volume: 19, Edición: 4, December 2022), 2022, ISSN 1932-4537
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2021.3132103

Zero-touch security management for mMTC network slices: DDoS attack detection and mitigation

Autores: Radouane Niboucha, Sabra. Ben Saad, Adlen. Ksentini and Yacine. Challal
Publicado en: IEEE Internet of Things Journal, 20 December 2022, 2022, ISSN 2327-4662
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jiot.2022.3230875

SCHE2MA: Scalable, Energy-Aware, Multidomain Orchestration for Beyond-5G URLLC Services

Autores: Anestis Dalgkitsis; Luis A. Garrido; Farhad Rezazadeh; Hatim Chergui; Kostas Ramantas; John S. Vardakas; Christos Verikoukis
Publicado en: Crossref, Edición 27, 2022, ISSN 1524-9050
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.5281/zenodo.7875988

"""Statistical Federated Learning for Beyond 5G SLA-Constrained RAN Slicing,"" in IEEE Transactions on Wireless Communications, vol. 21, no. 3, pp. 2066-2076, March 2022, doi: 10.1109/TWC.2021.3109377."

Autores: H. Chergui, L. Blanco and C. Verikoukis,
Publicado en: """ in IEEE Transactions on Wireless Communications, vol. 21, no. 3, pp. 2066-2076, March 2022,", 2022, ISSN 1536-1276
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/twc.2021.3109377

On the Specialization of FDRL Agents for Scalableand Distributed 6G RAN Slicing Orchestration

Autores: F. Rezazadeh, L. Zanzi, F. Devoti, H. Chergui, X. Costa-Pérez and C. Verikoukis
Publicado en: IEEE Transactions on Vehicular Technology ( Volume: 72, Edición: 3, March 2023), 2022, ISSN 0018-9545
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tvt.2022.3218158

Federated Deep Reinforcement Learning for Internet of Things With Decentralized Cooperative Edge Caching

Autores: Xiaofei Wang, Chenyang Wang, Xiuhua Li, Victor C. M. Leung, Tarik Taleb
Publicado en: IEEE Internet of Things Journal, Edición 7/10, 2020, Página(s) 9441-9455, ISSN 2327-4662
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jiot.2020.2986803

On using reinforcement learning for network slice admission control in 5G: offline vs. online

Autores: Sihem Bakri, Bouziane Brik, Adlen Ksentini
Publicado en: International journal of communication systems, Wiley, February 2021, 2021, ISSN 1074-5351
Editor: John Wiley & Sons Inc.
DOI: 10.1002/dac.4757

AI for Beyond 5G Networks: A Cyber-Security Defense or Offense Enabler?

Autores: Chafika Benzaid, Tarik Taleb
Publicado en: IEEE Network, Edición 34/6, 2020, Página(s) 140-147, ISSN 0890-8044
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mnet.011.2000088

On the Robustness of Controlled Deep Reinforcement Learning for Slice Placement

Autores: Jose Jurandir Alves Esteves; Amina Boubendir; Fabrice Guillemin; Pierre Sens
Publicado en: Journal of Network and Systems Management, Edición 3, 2022, ISSN 1573-7705
Editor: Springer
DOI: 10.1007/s10922-022-09654-8

Towards an Optimal MEC Resources Dimensioning for Vehicle Collision Avoidance System: A Deep Learning Approach

Autores: Brik, Bouziane; Ksentini, Adlen
Publicado en: IEEE Network, In press, Edición 26, 2022, ISSN 0890-8044
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mnet.011.2000577

ARENA: A Data-Driven Radio Access Networks Analysis of Football Events

Autores: Lanfranco Zanzi, Vincenzo Sciancalepore, Andres Garcia-Saavedra, Xavier Costa-Perez, Georgios Agapiou, Hans Dieter Schotten
Publicado en: IEEE Transactions on Network and Service Management, Edición 17/4, 2020, Página(s) 2634-2647, ISSN 1932-4537
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2020.3032829

ONETS: Online Network Slice Broker From Theory to Practice

Autores: Vincenzo Sciancalepore, Senior Member, IEEE, Lanfranco Zanzi, Associate Member, IEEE, Xavier Costa-Perez, Senior Member, IEEE, and Antonio Capone, Fellow, IEEE
Publicado en: IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 21, NO. 1, JANUARY 2022, 2022, ISSN 1536-1276
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.48550/arxiv.1801.03484

AI-driven predictive and scalable management and orchestration of network slices predictive and scalable management and orchestration of network slices

Autores: Sławomir Kukliński, Lechosław Tomaszewski, Robert Kołakowski, Anne-Marie Bosneag, Ashima Chawla, Adlen Ksentini, Sabra Ben Saad, Xu Zhao, Luis A. Garrido, Anestis Dalgkitsis, Bahador Bakhshi, Engin Zeydan
Publicado en: ITU Journal on Future and Evolving Technologies, Volume 3 (2022), Edición 3, Pages 570-588, 2022
Editor: ITU
DOI: 10.52953/ipui5221

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