Beyond 5G multi-tenant private networks integrating Cellular, WiFi, and LiFi, Powered by ARtificial Intelligence and Intent Based PolicY

Risultati finali

State-of-the-art review and initial design of the integrated 5G/Wi-Fi/LiFi network frameworks on coexistence, multi-connectivity, resource management and positioning

D31 introduces the stateoftheart technologies on integrated network coexistence multiconnectivity resource management and positioning It also describes the initial design of the integrated 5GWiFiLiFi network frameworks that provides i coexistence and cooperation between private and public networks operating in licensed as well as unlicensed bands ii multiconnectivity to different WATs iii enhancements on aggregated system area capacity through intelligent resource management and iv cmaccuracy on indoor positioning

Mid-term report on standards engagements

D64 reports standards bodies activities performed in the first 18 months of the project

Plan for exploitation and dissemination of project results

D61 provides the plan for the rest of the project with respect to the dissemination actions and an initial plan for the exploitation activities and reporting on the establishment of the External Advisory Board

Interim activity report 1

This deliverable will give a brief summary of the progress of work and management aspects of period M1M10 for the Commission officer

Initial design of the SDN/NFV platform and identification of target 5G-CLARITY ML algorithms

D4.1 will set the basis of the interfaces between the SDN/NFV platform developed in T4.1 and the 5G service platform considered in T4.2, as well as the AI engine developed in T4.3. D4.1 will also discuss how the various wireless access technologies, i.e. 5G, Wi-Fi, and LiFi, will be managed by the SDN/NFV platform. In addition, this deliverable will review the state of the art on ML algorithms applied to wireless access networks and will identify the key problem areas where 5G-CLARITY will focus the design of the ML algorithms.

Final report on dissemination and communication activities

D66 reports dissemination and communication actions in the second year of the project and the dissemination plan for the rest of the project

Primary system architecture evaluation

This deliverable is an updated version of D22 including some refinements based on the experience gained from work done in WP3WP5 and a first evaluation of the 5GCLARITY architecture This evaluation executed via simulations or theoretical analysis will assess the behavior and readiness of different features under different scenarios and contexts

Interim activity report 2

This deliverable will give a brief summary of the progress of work and management aspects of period M11M24 for the Commission officer

Interim report on innovation management

D62 details the activities on effective innovation management among the project partners reporting on the held workshops content output and feedbacks received from each participant

New services and applications

This deliverable is the final report on the 5GCLARITY relevant market watch and analysis and on the identified services and applications performed in T24

Complete design and final evaluation of the coexistence, multi-connectivity, resource management and positioning frameworks

D33 finalizes the description and performance evaluations of the integrated 5GWiFiLiFi network frameworks that are used in control and user plane to provide i coexistence between private and public networks that operate in licensed andor unlicensed bands ii multiconnectivity to different WATs such as 5G WiFi andor LiFi iii enhanced aggregated area capacity through smart resource allocation algorithms and iv improved positioning accuracy by using localization algorithms that intelligently combine different WATs

Primary system architecture

This deliverable will describe the initial 5GCLARITY architecture based on the analysis of use cases specified in D21 It will provide a first version of the architecture functional definition detailing the functionality of individual components and their interactions

Final system architecture and its evaluation

This deliverable is a report on the final architecture elaborated based on the initial design D22 its primary performance analysis and feedbacks from WP3WP4WP5 works and its evaluation

Evaluation of E2E 5G infrastructure and service slices, and of the developed self-learning ML algorithms

D43 will report on the integration between the 5GCLARITY SDNNFV platform and an E2E 5G service platform and will evaluate the time required to instantiate E2E infrastructureservice slices combining resources located inside the private venue with resources owned by the MNO In addition this deliverable will report on the final design andevaluation of the selflearning ML algorithms designed to manage the 5GCLARITY infrastructure

Specification of use cases and demonstration plan

D51 will details the specification of the scenarios and infrastructures for UCI and UCII demos requirements and corresponding KPIs D51 also reports the project plan of the implementation experimentation and demonstration of UCI and UCII demos This deliverable also includes verification tests descriptions and demo implementation riskidentification and proposed risk mitigation plan for demo implementations

Design refinements and initial evaluation of the coexistence, multi-connectivity, resource management and positioning frameworks

D32 introduces refinements on the frameworks that are initially designed D32 also evaluates i the performance of signalling interfaces between different WATs that establishes coexistence ii the multiconnectivity performance on achievable throughput latency and reliability of a single UE iii the performance of the UEAP association algorithms SDN intelligence interface selection and smart resource allocation algorithms that enhances aggregated areacapacity and iv the performance of the indoor localization performance that improves submeter positioning accuracy and reliability KPIs of the integrated 5GWiFiLiFi network

Management handbook and quality plan

D11 contains information about the internal organisation of the consortium and the work procedures for all partners It contains instructions for the collaboration tools as well as management responsibilities

Integration of solutions and validation

D52 report on the integration of solutions developed in WP3 and WP4 and evaluation of the integrated setup performance This deliverable will be used together as D51 to inform the UCI and UCII demos regarding the setup and deployment of the developed components in the testbeds and cases sites Integrated setup validation tests will also be included

Final report on innovation management, exploitation and IPR

D65 details all performed activities and obtained results on the innovation management methodologies learnt throughout the lifetime of the project it reports each partners exploitation plan for the next two years after project conclusion and elaborates on the IPR results

Use-case specifications and requirements

This deliverable reports the use cases taken as reference for the project, and that will guide the design, development, and demonstration activities conducted in the project. D2.1 will provide design specification of selected use cases and derive their functional and technical requirements.

Mid-term report on dissemination and communication activities

D63 reports dissemination and communication actions performed in the first year of the project

Validation of 5G-CLARITY SDN/NFV platform, interface design with 5G service platform, and initial definition of evaluation of ML algorithms

D42 will provide a validation of the SDNNFV platform that allows to instantiate infrastructure slices and connectivity services inside the private venue To benchmark the platform D42 will evaluate the time required to instantiate a slice and a service In addition D42 will describe how the infrastructureservice slices instantiated inside the private venue can be connected to a 5G service platform Finally this deliverable will describe the initial implementation and evaluation of ML algorithms to manage the 5GCLARITY networkcompute infrastructure

Data management plan

D1.2 contains the status and strategy of the project in regard to the data management and GDPR and will evolve during the lifetime of the project. Special emphasis will be provided in publishing Open Access (OA).

5G-CLARITY use cases: demonstrations and evaluations

Detailed report on the UC-I and UC-II demonstrations and evaluations. D5.3 will provide the final architecture and scenario details and reports the demos and performances. This deliverable presents the final outcome of the 5G-CLARITY project.

Pubblicazioni

Extracting Cell Patterns From High-Dimensional Radio Network Performance Datasets Using Self-Organizing Maps and K-Means Clustering

Autori: Shaoxuan Wang; Ramon Ferrus
Pubblicato in: instname:Universitat Politècnica de Catalunya (UPC), Numero 6, 2021, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3065820

Radio Access Network Slicing Strategies at Spectrum Planning Level in 5G and Beyond

Autori: Pablo Munoz, Oscar Adamuz-Hinojosa, Jorge Navarro-Ortiz, Oriol Sallent, Jordi Perez-Romero
Pubblicato in: IEEE Access, Numero 8, 2020, Pagina/e 79604-79618, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2020.2990802

Synchronization in 5G Networks: A Hybrid Bayesian Approach Toward Clock Offset/Skew Estimation and Its Impact on Localization

Autori: Meysam Goodarzi, Darko Cvetkovski, Nebojsa Maletic, Jesús Gutiérrez, Eckhard Grass
Pubblicato in: EURASIP Journal on Wireless Communications and Networking, 2021, ISSN 1687-1472
Editore: Hindawi Publishing Corporation
DOI: 10.1186/s13638-021-01963-x

Collision Avoidance Resource Allocation for LoRaWAN

Autori: Natalia Chinchilla-Romero, Jorge Navarro-Ortiz, Pablo Muñoz, Pablo Ameigeiras
Pubblicato in: Sensors, Numero 21/4, 2021, Pagina/e 1218, ISSN 1424-8220
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21041218

A Programmable ROADM System for SDM/WDM Networks

Autori: R. Yang, L. Liu, S. Yan, and D. Simeonidou
Pubblicato in: Applied Sciences, 2021, ISSN 2076-3417
Editore: MDPI
DOI: 10.3390/app11094195

A Survey on 5G Usage Scenarios and Traffic Models

Autori: Jorge Navarro-Ortiz, Pablo Romero-Diaz, Sandra Sendra, Pablo Ameigeiras, Juan J. Ramos-Munoz, Juan M. Lopez-Soler
Pubblicato in: IEEE Communications Surveys & Tutorials, Numero 22/2, 2020, Pagina/e 905-929, ISSN 1553-877X
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/comst.2020.2971781

A Multi-Agent Reinforcement Learning Approach for Capacity Sharing in Multi-Tenant Scenarios

Autori: Irene Vila; Jordi Pérez-Romero; Oriol Sallent; Anna Umbert
Pubblicato in: IEEE Transactions on Vehicular Technology, Numero 8, 2021, ISSN 0018-9545
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tvt.2021.3099557

5G Infrastructure Network Slicing: E2E Mean Delay Model and Effectiveness Assessment to Reduce Downtimes in Industry 4.0

Autori: L. Chinchilla-Romero, J. Prados-Garzon, P. Ameigeiras, P. Muñoz, J. M. Lopez-Soler
Pubblicato in: MDPI – Sensors, 2021, ISSN 1424-8220
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22010229

Performance Modeling of Softwarized Network Services Based on Queuing Theory With Experimental Validation

Autori: Jonathan Prados-Garzon, Pablo Ameigeiras, Juan J. Ramos-Munoz, Jorge Navarro-Ortiz, Pilar Andres-Maldonado, Juan M. Lopez-Soler
Pubblicato in: IEEE Transactions on Mobile Computing, Numero 20/4, 2021, Pagina/e 1558-1573, ISSN 1536-1233
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmc.2019.2962488

Optimization of Flow Allocation in Asynchronous Deterministic 5G Transport Networks by Leveraging Data Analytics

Autori: Jonathan Prados-Garzon; Tarik Taleb; Miloud Bagaa
Pubblicato in: IEEE Transactions on Mobile Computing, Numero 8, 2021, ISSN 1536-1233
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmc.2021.3099979

Toward Building a Semantic Network Inventory for Model-Driven Telemetry

Autori: Ignacio D. Martinez-Casanueva, et al,
Pubblicato in: IEEE Communications Magazine, 2023, ISSN 0163-6804
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mcom.001.2200222

Deep Reinforcement Learning-based Policy for Baseband Function Placement and Routing of RAN in 5G and Beyond

Autori: Zhengguang Gao; Shuangyi Yan; Jiawei Zhang; Bingtao Han; Yongcheng Wang; Yuming Xiao; Dimitra Simeonidou; Yuefeng Ji
Pubblicato in: Gao , Z , Yan , S , Zhang , J , Han , B , Wang , Y , Xiao , Y , Simeonidou , D & Ji , Y 2021 , ' Deep Reinforcement Learning-Based Policy for Baseband Function Placement and Routing of RAN in 5G and Beyond ' , Journal of Lightwave Technology . https://doi.org/10.1109/JLT.2021.3110788, Numero 4, 2021, ISSN 0733-8724
Editore: Optical Society of America
DOI: 10.1109/jlt.2021.3110788

DRL-Based Long-Term Resource Planning for Task Offloading Policies in Multi-Server Edge Computing Networks

Autori: Haiyuan Li; Karcius Day R. Assis; Shuangyi Yan; Dimitra Simeonidou
Pubblicato in: Li , H , Assis , K , Yan , S & Simeonidou , D 2022 , ' DRL-Based Long-Term Resource Planning for Task Offloading Policies in Multi-Server Edge Computing Networks ' , IEEE Transactions on Network and Service Management , vol. 19 , no. 4 , pp. 4151 - 4164 . https://doi.org/10.1109/TNSM.2022.3191748, Numero 1, 2022, ISSN 1932-4537
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2022.3191748

Backhaul-Aware Dimensioning and Planning of Millimeter-Wave Small Cell Networks

Autori: Pablo Muñoz, Oscar Adamuz-Hinojosa, Pablo Ameigeiras, Jorge Navarro-Ortiz, Juan J. Ramos-Muñoz
Pubblicato in: Electronics, Numero 9/9, 2020, Pagina/e 1429, ISSN 2079-9292
Editore: MDPI
DOI: 10.3390/electronics9091429

DNN-assisted Particle-based Bayesian Joint Synchronization and Localization

Autori: Meysam Goodarzi; Vladica Sark; Nebojsa Maletic; Jesus Gutierrez Teran; Giuseppe Caire; Eckhard Grass
Pubblicato in: Crossref, Numero 3, 2022, ISSN 0090-6778
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.48550/arxiv.2110.02771

Multi-Objective Deep Reinforcement Learning Assisted Service Function Chains Placement

Autori: Yu Bi, C. Colman Meixner, M. Bunyakitanon, X. Vasilakos, R. Nejabati, D. Simeonidou,
Pubblicato in: IEEE Transactions on Network and Service Management, 2021, ISSN 1932-4537
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2021.3127685

5G Non-Public Networks: Standardization, Architectures and Challenges

Autori: Jonathan Prados-Garzon; Pablo Ameigeiras; Jose Ordonez-Lucena; Pablo Munoz; Oscar Adamuz-Hinojosa; Daniel Camps-Mur
Pubblicato in: IEEE Access, Numero 5, 2021, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3127482

On the Rollout of Network Slicing in Carrier Networks: A Technology Radar

Autori: Jose Ordonez-Lucena, Pablo Ameigeiras, Luis M. Contreras, Jesús Folgueira, Diego R. López
Pubblicato in: Sensors, 2021, ISSN 1424-8220
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21238094

Techno-Economic Analysis of 5G Non-Public Network Architectures

Autori: Hilary Frank; Carlos Colman-Meixner; Karcius Day R. Assis; Shuangyi Yan; Dimitra Simeonidou
Pubblicato in: Frank , H , Colman Meixner , C E , Assis , K , Yan , S & Simeonidou , D 2022 , ' Techno-Economic Analysis of 5G Non-Public Network Architectures ' , IEEE Access , vol. 10 , pp. 70204-70218 . https://doi.org/10.1109/ACCESS.2022.3187727, Numero 2, 2022, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3187727

G-ADRR: Network-wide slicing of Wi-Fi networks with variable loads in space and time

Autori: August Betzler; Daniel Camps-Mur; Miguel Catalan
Pubblicato in: IEEE Transactions on Mobile Computing, Numero 3, 2021, ISSN 1536-1233
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmc.2021.3066875

Potential-Game-Based 5G RAN Slice Planning for GBR Services

Autori: Oscar Adamuz-Hinojosa; Pablo Munoz; Pablo Ameigeiras; Juan M. Lopez-Soler
Pubblicato in: Crossref, Numero 2, 2023, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3236103

5G-CLARITY: 5G-Advanced Private Networks Integrating 5GNR, Wi-Fi and LiFi

Autori: T. Cogalan, et al,
Pubblicato in: IEEE Communications Magazine, 2022, ISSN 0163-6804
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mcom.001.2100615

NLP Powered Intent Based Network Management for Private 5G Networks

Autori: Joseph McNamara, et al,
Pubblicato in: IEEE Access, 2023, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3265894

vL2-WIM: Flexible Virtual Layer 2 Connectivity Services in Distributed 5G MANO Domains

Autori: Timo Kellermann, Ferran Cañellas, Ricardo Gonzalez, Daniel Camps
Pubblicato in: IEEE EuCNC 2021, Network Softwarisation Symposium, 2021
Editore: IEEE
DOI: 10.1109/eucnc/6gsummit51104.2021.9482422

Bayesian Joint Synchronization and Localization Based on Asymmetric Time-stamp Exchange

Autori: Meysam Goodarzi, Nebojsa Maletic, Jesus Gutierrez, Eckhard Grass
Pubblicato in: 2020 International Symposium on Networks, Computers and Communications (ISNCC), 2020, Pagina/e 1-7, ISBN 978-1-7281-5628-6
Editore: IEEE
DOI: 10.1109/isncc49221.2020.9297187

Leveraging DRL for Traffic Prioritization in 5G and Beyond TSN-based Transport Networks

Autori: Prados-Garzon, Jonathan; Chinchilla-Romero, Lorena; Muñoz, Pablo; Ameigeiras, Pablo; Ramos-Munoz, Juan J.
Pubblicato in: Numero 1, 2022
Editore: URSI
DOI: 10.5281/zenodo.7060474

On the Orchestration of Integrated Satellite Components in 5G Networks and Beyond

Autori: Hamzeh Khalili, Pouria Sayyad Khodashenas, Shuaib Sidiqqui
Pubblicato in: International Conference on Transparent Optical Networks (ICTON), 2020
Editore: IEEE
DOI: 10.1109/icton51198.2020.9203354

An Optimal Networked LiFi Access Point Slicing Scheme For Internet-of-Things

Autori: Hamada Alshaer, Harald Haas, Oluwatayo Y Kolawole
Pubblicato in: IEEE International Conference on Communications Workshops (ICC Workshops), 2021
Editore: IEEE
DOI: 10.1109/iccworkshops50388.2021.9473868

Study on Softwarization of Management Wavelength Allocation in EPON Networks

Autori: Hamzeh Khalili, Pouria Sayyad Khodashenas, Shuaib Sidiqqui
Pubblicato in: International Conference on Transparent Optical Networks (ICTON), 2020
Editore: IEEE
DOI: 10.1109/icton51198.2020.9203021

5G-CLARITY: Integrating 5GNR, WiFi and LiFi in private networks with slicing support

Autori: Camps Mur, Daniel; Ghoraishi, Mir; Gutiérrez Terán, Jesús; Ordoñez-Lucena, Jose; Cogalan, Tezcan; Haas, Harald; García Gómez, Antonio; Sark, Vladica; Aumayr, Erik; van der Meer, Sven; Yan, Shuangyi; Mourad, Alain; Adamuz-Hinojosa, Oscar; Pérez Romero, Jordi; Granda Trigo, Miguel; Bian, Rui
Pubblicato in: instname:Universitat Politècnica de Catalunya (UPC), Numero 5, 2020
Editore: IEEE

Bayesian Joint Synchronization and Localization Based on Asymmetric Time-stamp Exchange

Autori: Goodarzi, Meysam; Maletic, Nebojsa; Gutierrez, Jesus; Grass, Eckhard
Pubblicato in: International Symposium on Networks, Computers and Communications (ISNCC 2020), Numero 1, 2020
Editore: IEEE

Evaluation of a Multi-cell and Multi-tenant Capacity Sharing Solution under Heterogeneous Traffic Distributions

Autori: Irene Vila; Jordi Pérez-Romero; Oriol Sallent; Anna Umbert
Pubblicato in: VTC Spring, Numero 8, 2021, ISBN 978-1-7281-8964-2
Editore: IEEE
DOI: 10.1109/vtc2021-spring51267.2021.9448889

A Flexible Interpreter for Intent Realization

Autori: Joseph McNamara, Liam Fallon, Enda Fallon
Pubblicato in: NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium, 2022
Editore: IEEE
DOI: 10.1109/noms54207.2022.9789910

Analytical Model for the UE Blocking Probability in an OFDMA Cell providing GBR Slices

Autori: Oscar Adamuz-Hinojosa, Pablo Ameigeiras, Pablo Munoz, Juan M. Lopez-Soler
Pubblicato in: 2021 IEEE Wireless Communications and Networking Conference (WCNC), 2021, Pagina/e 1-7, ISBN 978-1-7281-9505-6
Editore: IEEE
DOI: 10.1109/wcnc49053.2021.9417351

A Novel Approach for Dynamic Capacity Sharing in Multi-tenant Scenarios

Autori: Irene Vila; Jordi Pérez-Romero; Oriol Sallent; Anna Umbert
Pubblicato in: PIMRC 2020, Numero 7, 2020, ISBN 978-1-7281-4490-0
Editore: IEEE
DOI: 10.1109/pimrc48278.2020.9217135

Asynchronous Time-Sensitive Networking for Industrial Networks

Autori: Jonathan Prados-Garzon, Lorena Chinchilla-Romero, Pablo Ameigeiras, Pablo Muñoz, Juan M. Lopez-Soler
Pubblicato in: 2021 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2021
Editore: IEEE
DOI: 10.1109/eucnc/6gsummit51104.2021.9482597

5G PPP Architecture Working Group - View on 5G Architecture, Version 4.0

Autori: Gavras, Anastasius; Bulakci, ��mer; Gramaglia, Marco; Iordache, Marius; Ghoraishi, Mir; Garcia, Antonio; Cogalan, Tezcan; Guti��rrez, Jes��s; Tzanakaki, Anna; Warren, Dan; Li, Xi; Landi, Giada; Mangues, Josep; Tsagkaris, Kostas; Frascolla, Valerio; Lee, Haeyoung
Pubblicato in: Numero 9, 2021
Editore: 5G-PPP
DOI: 10.5281/zenodo.5155657

Risultati finali

Pubblicazioni

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