Distributed management of Network Slices in beyond 5G

Autorzy: Jose Jurandir Alves Esteves, Amina Boubendir, Fabrice Guillemin, Pierre Sens
Opublikowane w: Networking and Internet Architecture (cs.NI); Machine Learning (cs.LG), 2021
Wydawca: Networking and Internet Architecture (cs.NI); Machine Learning (cs.LG)
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Entropy-Driven Stochastic Policy for Fast Federated Learning in Beyond 5G Edge-RAN

Autorzy: B. Aamer, H. Chergui, M. Benjillali and C. Verikoukis
Opublikowane w: 2021 IEEE Global Communications Conference (GLOBECOM), 2021
Wydawca: IEEE
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NSBchain: A Secure Blockchain Framework for Network Slicing Brokerage

Autorzy: Lanfranco Zanzi, Antonio Albanese, Vincenzo Sciancalepore, Xavier Costa-Perez
Opublikowane w: ICC 2020 - 2020 IEEE International Conference on Communications (ICC), 2020, Strona(/y) 1-7, ISBN 978-1-7281-5089-5
Wydawca: IEEE
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A Trust architecture for the SLA management in 5G networks

Autorzy: S. B. Saad, A. Ksentini and B. Brik
Opublikowane w: ICC 2021 - IEEE International Conference on Communications, Numer CC 2021 - IEEE International Conference on Communications, Montreal, QC, Canada, 2021, pp. 1-6, 2021
Wydawca: IEEE
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DRL-based Slice Placement under Realistic Network Load Conditions

Autorzy: Jose Jurandir Alves Esteves; Amina Boubendir; Fabice Guillemin; Pierre Sens
Opublikowane w: https://hal.inria.fr/hal-03516310, Numer 12, 2020
Wydawca: Networking and Internet Architecture (cs.NI); Artificial Intelligence (cs.AI)
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Continuous Multi-objective Zero-touch Network Slicing via Twin Delayed DDPG and OpenAI Gym

Autorzy: Rezazadeh, Farhad; Chergui, Hatim; Alonso, Luis; Verikoukis, Christos
Opublikowane w: IEEE GLobecom, Numer 10, 2020
Wydawca: IEEE
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On Predicting Service-oriented Network Slices Performances in 5G: A Federated Learning Approach

Autorzy: Bouziane Brik, Adlen Ksentini
Opublikowane w: 2020 IEEE 45th Conference on Local Computer Networks (LCN), 2020, Strona(/y) 164-171, ISBN 978-1-7281-7158-6
Wydawca: IEEE
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A Cloud Native SLA-Driven Stochastic Federated Learning Policy for 6G Zero-Touch Network Slicing

Autorzy: Swastika Roy; Hatim Chergui; Luis Sanabria; C. verikoukis
Opublikowane w: ICC 2022 - IEEE International Conference on Communications, 2022
Wydawca: IEEE
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SafeSCHEMA: Multi-domain Orchestration of Slices based on SafeRL for B5G Networks

Autorzy: Anestis Dalgkitsis; Ashima Chawla; Anne-Marie Bosneag; Christos Verikoukis
Opublikowane w: Crossref, Numer 11, 2022
Wydawca: GLOBECOM 2022 - 2022 IEEE Global Communications Conference
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CDF-Aware Federated Learning for Low SLA Violations in Beyond 5G Network Slicing

Autorzy: Hatim Chergui; Luis Blanco; Christos Verikoukis
Opublikowane w: ICC 2021 - IEEE International Conference on Communications, 2021
Wydawca: IEEE
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Heuristic for Edge-enabled Network Slicing Optimization using the “Power of Two Choices”

Autorzy: Jose Jurandir Alves Esteves, Amina Boubendir, Fabrice Guillemin, Pierre Sens
Opublikowane w: 2020 16th International Conference on Network and Service Management (CNSM), 2020, Strona(/y) 1-9, ISBN 978-3-903176-31-7
Wydawca: IEEE
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Edge-enabled Optimized Network Slicing in Large Scale Networks

Autorzy: Jose Jurandir Alves Esteves, Amina Boubendir, Fabice Guillemin, Pierre Sens
Opublikowane w: 2020 11th International Conference on Network of the Future (NoF), 2020, Strona(/y) 129-131, ISBN 978-1-7281-8055-7
Wydawca: IEEE
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Deterministic Service Function Chaining over Beyond 5G Edge Fabric

Autorzy: H.Yu, T.Taleb, J.Zhang
Opublikowane w: 2021 IEEE Global Communications Conference (GLOBECOM), 2021
Wydawca: IEEE
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A network tomography approach for anomaly localization in Service Function Chaining

Autorzy: M. Rahali, J. -M. Sanner, C. -T. Phan and G. Rubino
Opublikowane w: 2021 International Symposium on Networks, Computers and Communications (ISNCC), 2021
Wydawca: IEEE
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Location-based Data Model for Optimized Network Slice Placement

Autorzy: Jose Jurandir Alves Esteves, Amina Boubendir, Fabrice Guillemin, Pierre Sens
Opublikowane w: 2020 6th IEEE Conference on Network Softwarization (NetSoft), 2020, Strona(/y) 404-412, ISBN 978-1-7281-5684-2
Wydawca: IEEE
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Scalable end-to-end slice embedding and reconfiguration based on independent DQN agents

Autorzy: P. Doanis, T. Giannakas and T. Spyropoulos
Opublikowane w: GLOBECOM 2022 - 2022 IEEE Global Communications Conference, 2022
Wydawca: IEEE
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Optimized Network Slicing Proof-of-Concept with Interactive Gaming Use Case

Autorzy: Jose Jurandir Alves Esteves, Amina Boubendir, Fabice Guillemin, Pierre Sens
Opublikowane w: 2020 23rd Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN), 2020, Strona(/y) 150-152, ISBN 978-1-7281-5128-1
Wydawca: IEEE
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Microservices Configurations and the Impact on the Performance in Cloud Native Environments

Autorzy: Mekki, Mohamed; Toumi, Nassima; Ksentini, Adlen
Opublikowane w: 47th Annual IEEE Conference on Local Computer Networks, 26-29 September 2022, Edmonton, Canada, 2022
Wydawca: IEEE
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Graph-based Interpretable Anomaly Detection Framework for Network Slice Management in Beyond 5G Networks

Autorzy: Ashima Chawla; Anne-Marie Bosneag; Anestis Dalgkitsis
Opublikowane w: 2023
Wydawca: IEEE
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Towards SDN-based Deterministic Networking: Deterministic E2E Delay Case

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Opublikowane w: 2021 IEEE Global Communications Conference (GLOBECOM) , 2021, p.210-6, 2022
Wydawca: IEEE
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5G-Enabled Defence-in-Depth for Multi-domain Operations

Autorzy: S. Kukliński, K. Szczypiorski, K. Wrona and J. Bieniasz
Opublikowane w: MILCOM 2022 - 2022 IEEE Military Communications Conference (MILCOM), 2022
Wydawca: IEEE
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Performance evaluation of the OSM orchestrator

Autorzy: Robert Kołakowski, Lechosław Tomaszewski, Sławomir Kukliński
Opublikowane w: 2021 IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), 2021
Wydawca: IEEE
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SCHEMA: Service Chain Elastic Management with Distributed Reinforcement Learning

Autorzy: Anestis Dalgkitsis, Luis A. Garrido, Prodromos-Vasileios Mekikis, Kostas Ramantas, Luis Alonso, Christos Verikoukis
Opublikowane w: IEEE Global Communications Conference (GLOBECOM), 2021
Wydawca: IEEE
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Dynamic Resource Aware VNF Placement with Deep Reinforcement Learning for 5G Networks

Autorzy: Anestis Dalgkitsis, Prodromos-Vasileios Mekikis, Angelos Antonopoulos, Georgios Kormentzas, Christos Verikoukis
Opublikowane w: GLOBECOM 2020 - 2020 IEEE Global Communications Conference, 2020, Strona(/y) 1-6, ISBN 978-1-7281-8298-8
Wydawca: IEEE
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In-Slice Management Decomposition and Implementation Issues

Autorzy: Sławomir Kukliński
Opublikowane w: 2022 IEEE Future Networks World Forum (FNWF), 2022
Wydawca: IEEE
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KRS: Kubernetes Resource Scheduler for resilient NFV networks

Autorzy: Rahali, Mohamed; Phan, Cao-Thanh; Rubino, Gerardo
Opublikowane w: GLOBECOM 2021 - IEEE Global Communications Conference, Dec 2021, Madrid, Spain. pp.1-6, Numer 1, 2021
Wydawca: IEEE
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A collaborative statistical actor-critic learning approach for 6G network slicing control

Autorzy: Farhad Rezazadeh; Hatim Chergui; Luis Blanco; Luis Alonso; Christos Verikoukis
Opublikowane w: 2021 IEEE Global Communications Conference (GLOBECOM), Numer 12, 2021
Wydawca: IEEE
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Learning Sparsity of Representations with Discrete Latent Variables

Autorzy: Zhao Xu; Daniel Onoro Rubio; Giuseppe Serra; Mathias Niepert
Opublikowane w: IJCNN, Numer 18, 2021
Wydawca: IEEE
DOI: 10.1109/ijcnn52387.2021.9533762

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

Autorzy: F. Rezazadeh, H. Chergui, L. Christofi and C. Verikoukis
Opublikowane w: ICC 2021 - IEEE International Conference on Communications, Montreal, QC, Canada, 2021, pp. 1-6, 2021
Wydawca: IEEE
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π-ROAD: a Learn-as-You-Go Framework for On-Demand Emergency Slices in V2X Scenarios

Autorzy: Armin Okic, Lanfranco Zanzi, Vincenzo Sciancalepore, Alessandro Redondi, Xavier Costa-Perez
Opublikowane w: IEEE INFOCOM 2021 - IEEE Conference on Computer Communications, 2021
Wydawca: IEEE
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Latency-aware Service Placement and Live Migrations in 5G and Beyond Mobile Systems

Autorzy: Badr Eddine Mada, Miloud Bagaa, Tarik Tale, Hannu Flinck
Opublikowane w: ICC 2020 - 2020 IEEE International Conference on Communications (ICC), 2020, Strona(/y) 1-6, ISBN 978-1-7281-5089-5
Wydawca: IEEE
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Machine Learning for Network Slicing in Future Mobile Networks: Design and Implementation

Autorzy: L. A. Garrido, A. Dalgkitsis, K. Ramantas and C. Verikoukis
Opublikowane w: 2021 IEEE International Mediterranean Conference on Communications and Networking (MeditCom), 2021
Wydawca: IEEE
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Uncertainty Propagation in Node Classification

Autorzy: Zhao Xu, Carolin Lawrence, Ammar Shaker, Raman Siarheyeu
Opublikowane w: 2022 IEEE International Conference on Data Mining (ICDM), 2022
Wydawca: IEEE
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Distributed AI-based Security for Massive Numbers of Network Slices in 5G & Beyond Mobile Systems

Autorzy: Benzaid Chafika; Tarik Taleb; Cao-Thanh Phan; Christos Tselios; George Tsolis
Opublikowane w: EuCNC/6G Summit, Numer 6, 2021
Wydawca: IEEE
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Context-Aware Traffic Prediction: Loss Function Formulation for Predicting Traffic in 5G Networks

Autorzy: L. A. Garrido, P. -V. Mekikis, A. Dalgkitsis and C. Verikoukis
Opublikowane w: ICC 2021 - IEEE International Conference on Communications, 2021
Wydawca: IEEE
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Demo: Blockchain-based Inter-Provider Agreements for 6G Networks

Autorzy: F. Javed and J. Mangues-Bafalluy
Opublikowane w: 2022 18th International Conference on Network and Service Management (CNSM), 2022
Wydawca: IEEE
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MonB5G: AI/ML-Capable Distributed Orchestration and Management Framework for Network Slices

Autorzy: 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
Opublikowane w: 2021 IEEE International Mediterranean Conference on Communications and Networking (MeditCom), Numer 12, 2021
Wydawca: IEEE
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A Novel Architectural Approach for the Provision of Scalable and Automated Network Slice Management, in 5G and Beyond

Autorzy: Slawomir Kuklinski, Lechoslaw Tomaszewski, Ioannis P. Chochliouros, Christos Verikoukis, Robert Kołakowski, Anastasia S. Spiliopoulou and Alexandros Kostopoulos
Opublikowane w: IFIP Advances in Information and Communication Technology (AICT), Numer Vol.628, 2021, Strona(/y) 39-51, ISBN 978-3-030-79156-8
Wydawca: Springer Nature Switzerland AG
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Deep Learning for B5G Open Radio Access Network: Evolution, Survey, Case Studies, and Challenges

Autorzy: Bouziane Brik; Karim Boutiba; Adlen Ksentini
Opublikowane w: IEEE Open Journal of the Communications Society ( Volume: 3), Numer 2, 2022, ISSN 2644-125X
Wydawca: IEEE
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An end-to-end trusted architecture for network slicing in 5G and beyond networks

Autorzy: Ben Saad, Sabra; Ksentini, Adlen; Brik, Bouziane
Opublikowane w: Security and Privacy. 2022; 5( 1):e186., 2022, ISSN 2475-6725
Wydawca: wiley
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Deep data plane programming and AI for zero-trust self-driven networking in beyond 5G

Autorzy: Othmane Hireche; Chafika Benzaïd; Tarik Taleb
Opublikowane w: Computer Networks, Numer 1, 2022, ISSN 1389-1286
Wydawca: Elsevier BV
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Deterministic Latency/Jitter-Aware Service Function Chaining Over Beyond 5G Edge Fabric

Autorzy: H.Yu, T.Taleb, J.Zhang
Opublikowane w: IEEE Transactions on Network and Service Management ( Volume: 19, Numer: 3, September 2022), 2022, ISSN 1932-4537
Wydawca: Institute of Electrical and Electronics Engineers
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Toward Zero-Touch Management and Orchestration of Massive Deployment of Network Slices in 6G

Autorzy: Hatim Chergui , Adlen Ksentini , Luis Blanco , Christos Verikoukis
Opublikowane w: IEEE Wireless Communications ( Volume: 29, Numer: 1, February 2022), 2022, ISSN 1536-1284
Wydawca: Institute of Electrical and Electronics Engineers
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Deterministic Latency Bounded Network Slice Deployment in IP-over-WDM based Metro-Aggregation Networks

Autorzy: Hao Yu; Tarik Taleb; Jiawei Zhang; Honggang Wang
Opublikowane w: IEEE Transactions on Network Science and Engineering ( Volume: 9, Numer: 2, 01 March-April 2022), Numer 9, 2021, ISSN 2327-4697
Wydawca: IEEE Computer Society
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Post-Quantum Blockchain-based Secure Service Orchestration in Multi-Cloud Networks

Autorzy: Engin Zeydan, Jorge Baranda, Josep Mangues
Opublikowane w: IEEE Access ( Volume: 10), 2022, ISSN 2169-3536
Wydawca: Institute of Electrical and Electronics Engineers Inc.
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Data Driven Service Orchestration for Vehicular Networks

Autorzy: Anestis Dalgkitsis, Prodromos-Vasileios Mekikis, Angelos Antonopoulos, Christos Verikoukis
Opublikowane w: IEEE Transactions on Intelligent Transportation Systems ( Volume: 22, Numer: 7, July 2021), 2020, Strona(/y) 4100 - 4109, ISSN 1524-9050
Wydawca: Institute of Electrical and Electronics Engineers
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LACO: A Latency-Driven Network Slicing Orchestration in Beyond-5G Networks

Autorzy: Lanfranco Zanzi, Vincenzo Sciancalepore, Andres Garcia-Saavedra, Hans Dieter Schotten, Xavier Costa-Perez
Opublikowane w: IEEE Transactions on Wireless Communications, Numer 20/1, 2021, Strona(/y) 667-682, ISSN 1536-1276
Wydawca: Institute of Electrical and Electronics Engineers
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Toward Securing Federated Learning against Poisoning Attacks in Zero Touch B5G networks

Autorzy: S. B. Saad, B. BRIK and A. KSENTINI
Opublikowane w: IEEE Transactions on Network and Service Management, doi: 10.1109/TNSM.2023.3278838., 2023, ISSN 1932-4537
Wydawca: Institute of Electrical and Electronics Engineers
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A Novel QoS Framework for Network Slicing in 5G and Beyond Networks Based on SDN and NFV

Autorzy: Zhaogang Shu, Tarik Taleb
Opublikowane w: IEEE Network, Numer 34/3, 2020, Strona(/y) 256-263, ISSN 0890-8044
Wydawca: Institute of Electrical and Electronics Engineers
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Blockchain-based Service Orchestration for 5G Vertical Industries in Multi-Cloud Environment

Autorzy: Engin Zeydan; Jorge Baranda; Josep Nangues; Y. Turk; S. B. Ozturk
Opublikowane w: IEEE Trans. Netw. Serv. Manage.: 19 pp. 1-1 (4)., 2022, ISSN 1932-4537
Wydawca: Institute of Electrical and Electronics Engineers
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QoS and Resource-Aware Security Orchestration and Life Cycle Management

Autorzy: M. Bagaa, Tarik Taleb, Jorge Bernal Bernabe, Antonio Skarmeta
Opublikowane w: IEEE Transactions on Mobile Computing, 2022, ISSN 1536-1233
Wydawca: Institute of Electrical and Electronics Engineers
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Trust in 5G and Beyond Networks

Autorzy: Chafika Benzaid, Tarik Taleb, Muhammad Zubair Farooqi
Opublikowane w: IEEE Network, 2021, Strona(/y) 1-11, ISSN 0890-8044
Wydawca: Institute of Electrical and Electronics Engineers
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Service Function Chaining in 5G & Beyond Networks: Challenges and Open Research Issues

Autorzy: Hajar Hantouti; Nabil Benamar; Tarik Taleb
Opublikowane w: IEEE Network ( Volume: 34, Numer: 4, July/August 2020), Numer 6, 2020, ISSN 0890-8044
Wydawca: Institute of Electrical and Electronics Engineers
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The Road beyond 5G: A Vision and Insight of the Key Technologies

Autorzy: Konstantinos Samdanis, Tarik Taleb
Opublikowane w: IEEE Network, Numer 34/2, 2020, Strona(/y) 135-141, ISSN 0890-8044
Wydawca: Institute of Electrical and Electronics Engineers
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A Heuristically Assisted Deep Reinforcement Learning Approach for Network Slice Placement

Autorzy: J. J. Alves Esteves, A. Boubendir, F. Guillemin and P. Sens
Opublikowane w: IEEE Transactions on Network and Service Management ( Volume: 19, Numer: 4, December 2022), 2022, ISSN 1932-4537
Wydawca: Institute of Electrical and Electronics Engineers
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Zero-touch security management for mMTC network slices: DDoS attack detection and mitigation

Autorzy: Radouane Niboucha, Sabra. Ben Saad, Adlen. Ksentini and Yacine. Challal
Opublikowane w: IEEE Internet of Things Journal, 20 December 2022, 2022, ISSN 2327-4662
Wydawca: Institute of Electrical and Electronics Engineers Inc.
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SCHE2MA: Scalable, Energy-Aware, Multidomain Orchestration for Beyond-5G URLLC Services

Autorzy: Anestis Dalgkitsis; Luis A. Garrido; Farhad Rezazadeh; Hatim Chergui; Kostas Ramantas; John S. Vardakas; Christos Verikoukis
Opublikowane w: Crossref, Numer 27, 2022, ISSN 1524-9050
Wydawca: Institute of Electrical and Electronics Engineers
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"""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."

Autorzy: H. Chergui, L. Blanco and C. Verikoukis,
Opublikowane w: """ in IEEE Transactions on Wireless Communications, vol. 21, no. 3, pp. 2066-2076, March 2022,", 2022, ISSN 1536-1276
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On the Specialization of FDRL Agents for Scalableand Distributed 6G RAN Slicing Orchestration

Autorzy: F. Rezazadeh, L. Zanzi, F. Devoti, H. Chergui, X. Costa-Pérez and C. Verikoukis
Opublikowane w: IEEE Transactions on Vehicular Technology ( Volume: 72, Numer: 3, March 2023), 2022, ISSN 0018-9545
Wydawca: Institute of Electrical and Electronics Engineers
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Federated Deep Reinforcement Learning for Internet of Things With Decentralized Cooperative Edge Caching

Autorzy: Xiaofei Wang, Chenyang Wang, Xiuhua Li, Victor C. M. Leung, Tarik Taleb
Opublikowane w: IEEE Internet of Things Journal, Numer 7/10, 2020, Strona(/y) 9441-9455, ISSN 2327-4662
Wydawca: Institute of Electrical and Electronics Engineers Inc.
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On using reinforcement learning for network slice admission control in 5G: offline vs. online

Autorzy: Sihem Bakri, Bouziane Brik, Adlen Ksentini
Opublikowane w: International journal of communication systems, Wiley, February 2021, 2021, ISSN 1074-5351
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AI for Beyond 5G Networks: A Cyber-Security Defense or Offense Enabler?

Autorzy: Chafika Benzaid, Tarik Taleb
Opublikowane w: IEEE Network, Numer 34/6, 2020, Strona(/y) 140-147, ISSN 0890-8044
Wydawca: Institute of Electrical and Electronics Engineers
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On the Robustness of Controlled Deep Reinforcement Learning for Slice Placement

Autorzy: Jose Jurandir Alves Esteves; Amina Boubendir; Fabrice Guillemin; Pierre Sens
Opublikowane w: Journal of Network and Systems Management, Numer 3, 2022, ISSN 1573-7705
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Towards an Optimal MEC Resources Dimensioning for Vehicle Collision Avoidance System: A Deep Learning Approach

Autorzy: Brik, Bouziane; Ksentini, Adlen
Opublikowane w: IEEE Network, In press, Numer 26, 2022, ISSN 0890-8044
Wydawca: Institute of Electrical and Electronics Engineers
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ARENA: A Data-Driven Radio Access Networks Analysis of Football Events

Autorzy: Lanfranco Zanzi, Vincenzo Sciancalepore, Andres Garcia-Saavedra, Xavier Costa-Perez, Georgios Agapiou, Hans Dieter Schotten
Opublikowane w: IEEE Transactions on Network and Service Management, Numer 17/4, 2020, Strona(/y) 2634-2647, ISSN 1932-4537
Wydawca: Institute of Electrical and Electronics Engineers
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ONETS: Online Network Slice Broker From Theory to Practice

Autorzy: Vincenzo Sciancalepore, Senior Member, IEEE, Lanfranco Zanzi, Associate Member, IEEE, Xavier Costa-Perez, Senior Member, IEEE, and Antonio Capone, Fellow, IEEE
Opublikowane w: IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 21, NO. 1, JANUARY 2022, 2022, ISSN 1536-1276
Wydawca: Institute of Electrical and Electronics Engineers
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AI-driven predictive and scalable management and orchestration of network slices predictive and scalable management and orchestration of network slices

Autorzy: 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
Opublikowane w: ITU Journal on Future and Evolving Technologies, Volume 3 (2022), Numer 3, Pages 570-588, 2022
Wydawca: ITU
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