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SLICENET SIGNED

End-to-End Cognitive Network Slicing and Slice Management Framework in Virtualised Multi-Domain, Multi-Tenant 5G Networks

Total Cost €

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EC-Contrib. €

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Partnership

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 SLICENET project word cloud

Explore the words cloud of the SLICENET project. It provides you a very rough idea of what is the project "SLICENET" about.

mechanisms    innovative    bespoke    outstanding    provision    smart    impacts    businesses    performance    strand    individual    fcaps    oriented    meet    cognitive    security    verticals    plug    players    employ    network    operator    qoe    environment    networks    api    techniques    achievements    operations    agile    innovations    highlight    myslice    fault    created    functions    slicing    offers    representative    framework    logical    allocated    slicenet    unprecedented    interoperable    operation    shop    truly    scalable    demanding    ambition    optimisation    secured    diverging    5g    operators    vertical    software    perspectives    tackle    scenarios    efficient    quality    provides    stop    ehealth    flexibly    accounting    city    demonstrated    creation    service    providers    customisable    create    ict    07    broad    2017    domains    slices    diverse    play    tools    systematically    guaranteed    orchestration    keen    prototype    grid    configuration    solution   

Project "SLICENET" data sheet

The following table provides information about the project.

Coordinator
EURESCOM-EUROPEAN INSTITUTE FOR RESEARCH AND STRATEGIC STUDIES IN TELECOMMUNICATIONS GMBH 

Organization address
address: WIEBLINGER WEG 19/4
city: HEIDELBERG
postcode: 69123
website: www.eurescom.eu

contact info
title: n.a.
name: n.a.
surname: n.a.
function: n.a.
email: n.a.
telephone: n.a.
fax: n.a.

 Coordinator Country Germany [DE]
 Project website https://slicenet.eu/
 Total cost 7˙979˙030 €
 EC max contribution 7˙979˙030 € (100%)
 Programme 1. H2020-EU.2.1.1. (INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies - Information and Communication Technologies (ICT))
 Code Call H2020-ICT-2016-2
 Funding Scheme RIA
 Starting year 2017
 Duration (year-month-day) from 2017-06-01   to  2020-05-31

 Partnership

Take a look of project's partnership.

# participants  country  role  EC contrib. [€] 
1    EURESCOM-EUROPEAN INSTITUTE FOR RESEARCH AND STRATEGIC STUDIES IN TELECOMMUNICATIONS GMBH DE (HEIDELBERG) coordinator 536˙875.00
2    IBM ISRAEL - SCIENCE AND TECHNOLOGY LTD IL (PETACH TIKVA) participant 775˙300.00
3    ALTICE LABS SA PT (AVEIRO) participant 665˙750.00
4    UNIVERSITY OF THE WEST OF SCOTLAND UK (PAISLEY) participant 664˙498.00
5    EMC INFORMATION SYSTEMS INTERNATIONAL IE (OVENS) participant 656˙875.00
6    EURECOM FR (BIOT) participant 613˙090.00
7    ERICSSON TELECOMUNICAZIONI SPA IT (ROMA) participant 572˙821.00
8    REDZINC SERVICES LIMITED IE (DUBLIN) participant 570˙670.00
9    NEXTWORKS IT (PISA) participant 473˙625.00
10    EFACEC ENERGIA - MAQUINAS E EQUIPAMENTOS ELECTRICOS SA PT (LECA DO BALIO) participant 458˙125.00
11    UNIVERSITAT POLITECNICA DE CATALUNYA ES (BARCELONA) participant 454˙375.00
12    ORANGE ROMANIA SA RO (BUCURESTI) participant 385˙085.00
13    HELLENIC TELECOMMUNICATIONS ORGANIZATION S.A. - OTE AE (ORGANISMOS TILEPIKOINONION TIS ELLADOS OTE AE) EL (Maroussi - Athens) participant 312˙500.00
14    CREATIVE SYSTEMS ENGINEERING (C.S.E) MONOPROSOPI EPE EL (ATHINA) participant 311˙250.00
15    ORANGE SA FR (PARIS) participant 275˙290.00
16    CORK INSTITUTE OF TECHNOLOGY IE (Cork) participant 252˙900.00
17    CIT INFINITE DESIGNATED ACTIVITY COMPANY IE (CORK) participant 0.00

Map

 Project objective

5G use cases are so diverse and challenging that the 5G networks must be customisable for the broad range of individual scenarios. 5G network providers are keen to offer “networks as a service” where logical network slices are created and allocated to use cases flexibly and efficiently in a multi-operator environment. SliceNet will create and demonstrate the tools and mechanisms to achieve this ambition. Specifically, SliceNet will design, prototype and demonstrate an innovative, verticals-oriented, QoE-driven 5G network slicing framework. It will use cognitive network management, control and orchestration techniques for the provision and operation of end-to-end slicing across multi-operator domains in 5G networks. SliceNet will systematically tackle a range of the involved outstanding issues and thus directly addresses the key challenges in Strand 3 “Software Network” in this call ICT-07-2017. The integrated SliceNet framework will be demonstrated in three representative vertical use cases: Smart Grid, eHealth and Smart City, to highlight the achievements, innovations, and impacts. SliceNet support the unique perspectives and requirements on 5G networks of different players: For 5G verticals businesses, SliceNet offers an innovative one-stop shop solution to meet diverging and demanding service requirements. SliceNet enables the verticals to plug and play their use cases with bespoke control to employ 5G slices in a scalable, cost-efficient way via novel mySlice and Scalable Slicing as a Service functions and a one-stop API. For 5G service providers and users, SliceNet provides unprecedented guaranteed service quality by agile cognitive QoE-optimisation of service creation and delivery. For 5G network operators, SliceNet presents an integrated FCAPS (Fault, Configuration, Accounting, Performance, Security) framework for truly end-to-end management, control and orchestration of slices by secured, interoperable, and reliable operations across multi-operator domains.

 Deliverables

List of deliverables.
Northbound API Specification and Graphical Interface (Iteration I) Documents, reports 2019-10-08 17:11:29
Report on Vertical Sector Requirements Analysis and Use Case Definition Documents, reports 2019-05-30 15:42:17
Design and Prototyping of SliceNet 5G-Connected Virtualised Enterprise Infrastructure and Services Documents, reports 2019-05-30 15:42:17
Design and Prototyping of SliceNet Virtualised 5G RAN-Core Infrastructure Documents, reports 2019-05-30 15:42:17
Control Plane System Definition, APIs and Interfaces Documents, reports 2019-05-30 15:42:17
Management Plane System Definition, APIs and Interfaces Documents, reports 2019-05-30 15:42:17
Design and Prototyping of SliceNet Virtualised Mobile Edge Computing Infrastructure Documents, reports 2019-05-30 15:42:17
Design and Prototyping of Integrated Multi-domain SliceNet architecture Documents, reports 2019-05-30 15:42:17
Overall Architecture and Interface Definition Documents, reports 2019-05-30 15:42:17

Take a look to the deliverables list in detail:  detailed list of SLICENET deliverables.

 Publications

year authors and title journal last update
List of publications.
2019 Ruben Ricart‐Sanchez, Pedro Malagon, Antonio Matencio‐Escolar, Jose M. Alcaraz Calero, Qi Wang
Toward hardware‐accelerated QoS‐aware 5G network slicing based on data plane programmability
published pages: , ISSN: 2161-3915, DOI: 10.1002/ett.3726
Transactions on Emerging Telecommunications Technologies 31/1 2020-04-24
2019 Iheanyi Irondi, Qi Wang, Christos Grecos, Jose M. Alcaraz Calero, Pablo Casaseca-De-La-Higuera
Efficient QoE-Aware Scheme for Video Quality Switching Operations in Dynamic Adaptive Streaming
published pages: 1-23, ISSN: 1551-6857, DOI: 10.1145/3269494
ACM Transactions on Multimedia Computing, Communications, and Applications 15/1 2020-04-15
2019 Ana Cristina Aleixo, Jose Cabaca, Pedro Neves, Rui Dias Jorge, Rogério Dias Paulo, Alberto Rodrigues
Smart Grid Protection and Automation Enabled by IEC 61850 Communications Over 5G Networks
published pages: , ISSN: , DOI:
CIRED 2019 Conference 2020-04-15
2019 Ana Serrano Mamolar, Pablo Salvá-García, Enrique Chirivella-Perez, Zeeshan Pervez, Jose M. Alcaraz Calero, Qi Wang
Autonomic protection of multi-tenant 5G mobile networks against UDP flooding DDoS attacks
published pages: 102416, ISSN: 1084-8045, DOI: 10.1016/j.jnca.2019.102416
Journal of Network and Computer Applications 145 2020-04-15
2020 Rafael Montero, Fernando Agraz, Albert Pagès, Salvatore Spadaro
Enabling Multi-segment 5G Service Provisioning and Maintenance through Network Slicing
published pages: 340-366, ISSN: 1064-7570, DOI: 10.1007/s10922-019-09509-9
Journal of Network and Systems Management 28/2 2020-04-15
2020 Pedro Neves; Jose Alcaraz Calero; Qi Wang; Maria Barros Weiss; Anastasius Gavras; Giacomo Bernini; Pietro G. Giardina; Navid Nikaein; Fernando Agraz; Albert Pagès; Dean Lorenz; Konstantinos Koutsopoulos; Ciriaco Angelo; Thuy Truong; Cristian Patachia-Sultanoiu; Marius Iordache; Imen Grida Ben Yahia; George Agapiou; Ricardo Figueiredo; Mark Roddy; Ana Aleixo
Cognitive, Multi-Domain Network Slicing: The SliceNet Framework
published pages: , ISSN: , DOI: 10.5281/zenodo.3741386
1 2020-04-15
2020 Ana Cristina Aleixo1; Jose Alcaraz-Calero; Maria Barros Weiss; Giacomo Bernini; Giuseppe Celozzi; Rogério Dias Paulo; Anastasius Gavras; Marius Iordache; Elena-Madalina Oproiu; Mark Roddy; Alberto Rodrigues; Eduardo Rodrigues; Salvatore Spadaro; Paul Walsh; Qi Wang
SliceNet: Enabling 5G use cases for vertical businesses
published pages: , ISSN: , DOI: 10.5281/zenodo.3742798
1 2020-04-15
2020 Anastasius Gavras; Maria Barros; Jose Alcaraz Calero; Qi Wang
SliceNet: E2E Cognitive Network Slicing and Slice Management in 5G Networks
published pages: , ISSN: , DOI: 10.5281/zenodo.3741399
1 2020-04-15
2018 Cristian Patachia, Anastasius Gavras, Maria Barros Weiss, Qi Wang, Jose Alcaraz-Calero, Catalin Costea, Marius Iordache, Mădălina Oproiu, Paul Walsh, Michael Healy, Ana Cristina Aleixo, Giacomo Bernini, Giuseppe Celozzi, Rogério Dias Paulo,Mark Roddy, Alberto Rodrigues, Eduardo Rodrigues, Salvatore Spadaro, Gino Carrozzo, Pedro Neves, Rui Cale, Nicola Ciulli, Ciriaco Angelo, Anna Levin, Dean Lo
Position Paper: From Webscale to Telco, the Cloud Native Journey
published pages: , ISSN: , DOI: 10.5281/zenodo.1306414
2020-04-07
2018 Jose Alcaraz-Calero
Panelist for the IEEE GLOBECOM 2018 Industry Panel on 5G Network Slice Management
published pages: , ISSN: , DOI:
2019-08-29
2019 Ana Cristina Aleixo, Jose Cabaca, Pedro Neves, Rui Dias Jorge, Rogerio Dias Paulo, Alberto Rodrigues
Smart Grid Protection and Automation Enabled by IEC 61850 Communications Over 5G Networks
published pages: , ISSN: , DOI:
2019-08-29
2019 Pablo Salva-Garcia, Enrique Chirivella Perez, Jorge Bernal Bernabe, Jose Alcaraz-Calero, Qi Wang
Towards Automatic Deployment of Virtual Firewalls to Support Secure mMTC in 5G Networks
published pages: , ISSN: , DOI:
2019-08-29
2018 Maria Barros Weiss
Organizer and Moderator for IEEE GLOBECOM 2018 Industry Panel on 5G Network Slice Management
published pages: , ISSN: , DOI:
2019-08-29
2019 Thuy Truong, Mark Roddy, Michael Healy, Paul Walsh
TeleHealth: A Mission Critical 5G Use Case
published pages: , ISSN: , DOI:
2019-08-29
2018 Navid Nikaein
Network slicing: 3GPP, SDO, carriers, communities, Panel
published pages: , ISSN: , DOI:
2019-08-29
2018 Ruben Ricart-Sanchez, Pedro Malagon, Jose Alcaraz-Calero, Qi Wang
Hardware-Accelerated Firewall for 5G Mobile Networks
published pages: , ISSN: , DOI:
2019-08-29
2018 Konstantinos Alexandris
Mosaic-5G.io: Enabling Agile 5G Service Platforms
published pages: , ISSN: , DOI:
2019-08-29
2018 Thuy Truong, Zdravko Bozakov, Qi Wang, Jose Alcaraz-Calero
Security Considerations in 5G Network Slicing
published pages: , ISSN: , DOI:
2019-08-29
2018 Albert Pages, Fernando Agraz, Rafael Montero, Salvatore Spadaro
Dynamic Service Reallocation in NFV-based Transport WDM Optical Networks
published pages: , ISSN: , DOI:
2019-08-29
2018 Paul Walsh, Michael Healy
A Machine Learning Emotion Detection Platform to Support Affective Well Being
published pages: , ISSN: , DOI:
2019-08-29
2018 Chia-Yu Chang, Navid Nikaein
RAN Runtime Slicing System for Flexible and Dynamic Service Execution Environment
published pages: 34018-34042, ISSN: 2169-3536, DOI: 10.1109/access.2018.2847610
IEEE Access 6 2019-08-29
2018 Navid Nikaein
RAN slicing: challenges, technologies, and tools
published pages: , ISSN: , DOI:
2019-08-29
2018 Qi Wang, Joase Alcareaz-Calero
SliceNet Introduction
published pages: , ISSN: , DOI:
2019-08-29
2018 Chia-Yu Chang, Navid Nikaein, Osama Arouk, Kostas Katsalis, Adlen Ksentini, Thierry Turletti, Konstantinos Samdanis
Slice Orchestration for Multi-Service Disaggregated Ultra-Dense RANs
published pages: 70-77, ISSN: 0163-6804, DOI: 10.1109/mcom.2018.1701044
IEEE Communications Magazine 56/8 2019-08-29
2019 Rafael Montero, Fernando Agraz, Albert Pages, Salvatore Spadaro
Actuation framework for 5G-enabled network slices QoE/QoS guarantees
published pages: , ISSN: , DOI:
2019-08-29
2019 Qi Wang, Anastasius Gavras, Maria Barros Weiss, Jose Alcaraz-Calero, Marius Iordache Ruben Ricart-Sanchez, Navid Nikaein, Xenofon Vasilakos, Giacomo Bernini, Mark Roddy, Michael Healy, Paul Walsh, Thuy Truong, Zdravko Bozakov, Konstantinos Koutsopoulos, Pedro Neves, Cristian Patachia, Ciriaco Angelo, Giuseppe Celozzi, Donal Morris, Ricardo Figueiredo, Dean Lorenz, Salvatore Spadaro, George Agapio
Enable Advanced QoS-Aware Network Slicing in 5G Networks for Slice-Based Media Use Cases
published pages: , ISSN: , DOI:
2019-08-29
2019 Marius Iordache
SliceNet_5G Architecture Reference Architecture
published pages: , ISSN: , DOI:
2019-08-29
2019 Rafael Montero, Salvatore Spandaro, Fernando Agraz, Albert Pages
End-to-end Network Slicing in Support of Latency-sensitive 5G Services
published pages: , ISSN: , DOI:
2019-08-29
2018 Enrique Chirivella-Perez, Juan Gutiérrez-Aguado, Jose M. Alcaraz-Calero, Qi Wang
NFVMon: Enabling Multioperator Flow Monitoring in 5G Mobile Edge Computing
published pages: 1-16, ISSN: 1530-8669, DOI: 10.1155/2018/2860452
Wireless Communications and Mobile Computing 2018 2019-08-29
2018 Navid Nikaein
Slicing and Orchestration in Service-Oriented 5G Networks
published pages: , ISSN: , DOI:
2019-08-29
2018 Ruben Ricart-Sanchez, Pedro Malagon, Pablo Salva-Garcia, Enrique Chirivella Perez, Qi Wang, Jose M. Alcaraz Calero
Towards an FPGA-Accelerated programmable data path for edge-to-core communications in 5G networks
published pages: 80-93, ISSN: 1084-8045, DOI: 10.1016/j.jnca.2018.09.012
Journal of Network and Computer Applications 124 2019-08-29
2018 Mark Roddy, Paul Walsh, Michael Healy
SliceNet eHealth Emergency Scenario
published pages: , ISSN: , DOI:
2019-08-29
2018 Chia-Yu Chang, Navid Nikaein
Closing in on 5G Control Apps: Enabling Multiservice Programmability in a Disaggregated Radio Access Network
published pages: 80-93, ISSN: 1556-6072, DOI: 10.1109/mvt.2018.2857408
IEEE Vehicular Technology Magazine 13/4 2019-08-29
2018 Robert Schmidt, Konstantinos Alexandris, Navid Nikaein
RAN Runtime Slicing System
published pages: , ISSN: , DOI:
2019-08-29
2018 Navid Nikaein
Slicing and orchestration in service-oriented 5G architecture
published pages: , ISSN: , DOI:
2019-08-29
2018 Enrique Chirivella-Perez, Jose M. Alcaraz Calero, Qi Wang, Juan Gutiérrez-Aguado
Orchestration Architecture for Automatic Deployment of 5G Services from Bare Metal in Mobile Edge Computing Infrastructure
published pages: 1-18, ISSN: 1530-8669, DOI: 10.1155/2018/5786936
Wireless Communications and Mobile Computing 2018 2019-08-29
2018 Pablo Salva-Garcia, Jose M. Alcaraz-Calero, Qi Wang, Jorge Bernal Bernabe, Antonio Skarmeta
5G NB-IoT: Efficient Network Traffic Filtering for Multitenant IoT Cellular Networks
published pages: 1-21, ISSN: 1939-0122, DOI: 10.1155/2018/9291506
Security and Communication Networks 2018 2019-08-29
2018 Robert Schmidt,
Network Slicing with QoS support in 5G
published pages: , ISSN: , DOI:
2019-08-29
2018 Qi Wang, Jose Alcaraz-Calero, Donal Morris, Ricardo Figueiredo
Multi-domain Network Slicing for Vertical Businesses in 5G
published pages: , ISSN: , DOI:
2019-08-29
2018 Jeanne Caffrey , Maria Barros Weiss
Project flyer
published pages: , ISSN: , DOI:
2019-08-29
2018 Elena-Mădălina Oproiu, Catalin Costea, Marius Nicuşor Nedelcu, Marius Iordache, Ion Marghescu
5G challenges, requirements and key differentiating characteristics from the perspective of a mobile operator
published pages: 64-70, ISSN: , DOI: 10.1007/978-3-319-92213-3_10
2019-06-11
2018 Aleixo, Ana Cristina et al
SliceNet: Enabling 5G use cases for vertical (Conference contribution)
published pages: , ISSN: , DOI:
2019-06-11
2018 Mădălina Oproiu Catalin Costea Marius Iordache Marius Nedelcu
5G challenges, requirements and key differentiating characteristics from the perspective of a mobile operator (proceeding)
published pages: , ISSN: , DOI:
2019-06-11
2018 Cristian Patachia Marius Iordache Horia Stefanescu
SliceNet and Matilda Partnership in Alba Iulia Smart City Pilot
published pages: , ISSN: , DOI:
2019-06-11
2018 Salvatore Spadaro Rafael Montero Fernando Agraz Albert Pagès
End-to-End 5G Service Deployment and Orchestration in Optical Networks with QoE guarantees (invited talk)
published pages: , ISSN: , DOI:
2019-06-11
2018 Horia Stefanescu
Future of Smart City vertical in the context of 5G (presentation)
published pages: , ISSN: , DOI:
2019-06-11
2018 Mark Roddy
How next generation 5G cellular networks are likely to impact the delivery of pre-hospital Emergency Services (presentation)
published pages: , ISSN: , DOI:
2019-06-11
2017 Marius Iordache Cristian Patachia
Systems and networks evolution for the next 5G business services (Keynote)
published pages: , ISSN: , DOI:
2019-06-11
2018 Paul Walsh
AI for Health and Wellbeing (presentation)
published pages: , ISSN: , DOI:
2019-06-11
2018 Anastasius Gavras Maria Barros Weiss Qi Wang Jose Alcaraz-Calero
SliceNet: E2E Cognitive Network Slicing and Slice Management in 5G Networks (conference contribution, poster)
published pages: , ISSN: , DOI:
2019-06-11
2018 Maria Barros Weiss Anastasius Gavras Gino Carrozzo
Enabling Vertical Industries Adoption of 5G Technologies: a Cartography of evolving solutions (Conference contribution)
published pages: , ISSN: , DOI:
2019-06-11
2018 Marius Iordache Mădălina Oproiu Catalin Brezeanu Catalin Costea Cristian Patachia
5G Network Architecture, Functional Model and Business Role for 5G Smart City Use Case: Mobile Operator Perspective (keynote)
published pages: , ISSN: , DOI:
2019-06-11
2017 Marius Iordache Mădălina Oproiu
Introduction to 5G communication Systems evolution
published pages: , ISSN: , DOI:
2019-06-11
2018 Mark Roddy
Demonstrating medical emergency ambulance services over next-generation 5G mobile networks
published pages: , ISSN: , DOI:
2019-06-11
2018 Donal Morris Jeanne Caffrey
Video interview with SliceNet Project Coordinators Maria Barros and Anastasius Gavras
published pages: , ISSN: , DOI:
2019-06-11
2018 Marius Iordache, Cristian Patachia
Steps towards the future of telecom (keynote)
published pages: , ISSN: , DOI:
2019-06-11
2018 Mădălina Oproiu Catalin Costea Marius Iordache Catalin Brezeanu
5G Network Architecture, Functional Model and Business Role for 5G Smart City Use Case: Mobile Operator Perspective (proceeding)
published pages: , ISSN: , DOI:
2019-06-11
2018 Mădălina Oproiu Catalin Costea Marius Iordache Cristian Patachia Catalin Brezeanu
5G Network Architecture, Functional Model and Business Role for 5G Smart City Use Case: Mobile Operator Perspective (presentation)
published pages: , ISSN: , DOI:
2019-06-11
2018 Mark Roddy
The Vertical View – Are Operators providing what the Verticals expect and need?
published pages: , ISSN: , DOI:
2019-06-11
2018 Jeanne Caffrey Donal Morris
SliceNet and slicing – an Introduction
published pages: , ISSN: , DOI:
2019-06-11
2018 Christian Patachia et al
From Webscale to Telco, the Cloud Native Journey (position paper)
published pages: , ISSN: , DOI:
2019-06-11
2017 Anastasius Gavras Maria Barros Weiss Qi Wang Jose Alcaraz-Calero
\"\"\"End-to-End Cognitive Network Slicing and Slice Management Framework in Virtualised Multi-Domain, Multi-Tenant 5G Networks 5G-PPP Project SLICENET\"\"(Invited talk)\"
published pages: , ISSN: , DOI:
2019-06-11
2018 Wang, Qi et al
SliceNet: End-to-End Cognitive Network Slicing and Slice Management Framework in Virtualised Multi-Domain, Multi-Tenant 5G Networks (conference contribution)
published pages: , ISSN: , DOI:
2019-06-11
2018 Cristian Patachia
\"\"\"40 de viitori specialişti în telecomunicații au absolvit Orange Educational Program\"\"40 future telecommunications specialists graduated from the Orange Educational Program(press release)\"
published pages: , ISSN: , DOI:
2019-06-11
2018 Albert Pagès Fernando Agraz Rafael Montero Salvatore Spadaro
Dynamic Service Reallocation in NFV-based Transport WDM Optical Networks (conference contribution)
published pages: , ISSN: , DOI:
2019-06-11
2018 Marius Iordache Cristian Patachia Catalin Brezeanu Mihai Idu
Telecom networks evolutions
published pages: , ISSN: , DOI:
2019-06-11
2018 Mădălina Oproiu Catalin Costea Mihai Idu Catalin Brezeanu Marius Iordache
5G-Connected Virtualized Enterprise Infrastructure for Smart City (conference contribution)
published pages: , ISSN: , DOI:
2019-06-11
2018 Marius Iordache
Future network transformation 5G cloud architectures (workshop)
published pages: , ISSN: , DOI:
2019-06-11
2018 Ciriaco Angelo et al
SliceNet Control Plane for 5G Network Slicing in Evolving Future Networks (conference contribution)
published pages: , ISSN: , DOI:
2019-06-11

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