5G network slicing using SDN and NFV- A survey of taxonomy, architectures and future challenges

Abstract The increasing consumption of multimedia services and the demand of high-quality services from customers has triggered a fundamental change in how we administer networks in terms of abstraction, separation, and mapping of forwarding, control and management aspects of services. The industry and the academia are embracing 5G as the future network capable to support next generation vertical applications with different service requirements. To realize this vision in 5G network, the physical network has to be sliced into multiple isolated logical networks of varying sizes and structures which are dedicated to different types of services based on their requirements with different characteristics and requirements (e.g., a slice for massive IoT devices, smartphones or autonomous cars, etc.). Softwarization using Software-Defined Networking (SDN) and Network Function Virtualization (NFV)in 5G networks are expected to fill the void of programmable control and management of network resources. In this paper, we provide a comprehensive review and updated solutions related to 5G network slicing using SDN and NFV. Firstly, we present 5G service quality and business requirements followed by a description of 5G network softwarization and slicing paradigms including essential concepts, history and different use cases. Secondly, we provide a tutorial of 5G network slicing technology enablers including SDN, NFV, MEC, cloud/Fog computing, network hypervisors, virtual machines & containers. Thidly, we comprehensively survey different industrial initiatives and projects that are pushing forward the adoption of SDN and NFV in accelerating 5G network slicing. A comparison of various 5G architectural approaches in terms of practical implementations, technology adoptions and deployment strategies is presented. Moreover, we provide a discussion on various open source orchestrators and proof of concepts representing industrial contribution. The work also investigates the standardization efforts in 5G networks regarding network slicing and softwarization. Additionally, the article presents the management and orchestration of network slices in a single domain followed by a comprehensive survey of management and orchestration approaches in 5G network slicing across multiple domains while supporting multiple tenants. Furthermore, we highlight the future challenges and research directions regarding network softwarization and slicing using SDN and NFV in 5G networks.

[1]  Ramakrishnan Rajamony,et al.  An updated performance comparison of virtual machines and Linux containers , 2015, 2015 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS).

[2]  Olabisi E. Falowo,et al.  5G network slicing: A multi-tenancy scenario , 2017, 2017 Global Wireless Summit (GWS).

[3]  Anass Benjebbour,et al.  Design considerations for a 5G network architecture , 2014, IEEE Communications Magazine.

[4]  Luigi Atzori,et al.  QoE-Aware OTT-ISP Collaboration in Service Management , 2018, ACM Trans. Multim. Comput. Commun. Appl..

[5]  Adnan Aijaz,et al.  $\mathsf{Hap-SliceR}$: A Radio Resource Slicing Framework for 5G Networks With Haptic Communications , 2018, IEEE Systems Journal.

[6]  Ieee Std,et al.  IEEE Standard for the Functional Architecture of Next Generation Service Overlay Networks , 2011 .

[7]  Ricard Vilalta,et al.  Integrated SDN/NFV management and orchestration architecture for dynamic deployment of virtual SDN control instances for virtual tenant networks [invited] , 2015, IEEE/OSA Journal of Optical Communications and Networking.

[8]  Sampath Rangarajan,et al.  CellSlice: Cellular wireless resource slicing for active RAN sharing , 2013, 2013 Fifth International Conference on Communication Systems and Networks (COMSNETS).

[9]  Lei Xu,et al.  CogNet: A network management architecture featuring cognitive capabilities , 2016, 2016 European Conference on Networks and Communications (EuCNC).

[10]  Honggang Zhang,et al.  Network slicing as a service: enabling enterprises' own software-defined cellular networks , 2016, IEEE Communications Magazine.

[11]  Aniruddha S. Gokhale,et al.  Software-Defined Networking: Challenges and research opportunities for Future Internet , 2014, Comput. Networks.

[12]  Rob Sherwood,et al.  FlowVisor: A Network Virtualization Layer , 2009 .

[13]  Bin Han,et al.  Modeling profit of sliced 5G networks for advanced network resource management and slice implementation , 2017, 2017 IEEE Symposium on Computers and Communications (ISCC).

[14]  Riccardo Trivisonno,et al.  Recursive, hierarchical embedding of virtual infrastructure in multi-domain substrates , 2015, Proceedings of the 2015 1st IEEE Conference on Network Softwarization (NetSoft).

[15]  Pavlin Radoslavov,et al.  ONOS: towards an open, distributed SDN OS , 2014, HotSDN.

[16]  Dimosthenis Kyriazis,et al.  SLAs in 5G: A Complete Framework Facilitating VNF- and NS- Tailored SLAs Management , 2018, 2018 32nd International Conference on Advanced Information Networking and Applications Workshops (WAINA).

[17]  Victor Lopez,et al.  Effective elasticity for data centers interconnection in multi-domain WAN: Information modelling and routing , 2015, 2015 European Conference on Optical Communication (ECOC).

[18]  Bruno Chatras,et al.  NFV enabling network slicing for 5G , 2017, 2017 20th Conference on Innovations in Clouds, Internet and Networks (ICIN).

[19]  Tarik Taleb,et al.  Network Slicing and Softwarization: A Survey on Principles, Enabling Technologies, and Solutions , 2018, IEEE Communications Surveys & Tutorials.

[20]  Is-Haka Mkwawa,et al.  Video Quality Management over the Software Defined Networking , 2016, 2016 IEEE International Symposium on Multimedia (ISM).

[21]  Wolfgang Kellerer,et al.  Towards a Cost Optimal Design for a 5G Mobile Core Network Based on SDN and NFV , 2017, IEEE Transactions on Network and Service Management.

[22]  Tarik Taleb,et al.  PERMIT: Network Slicing for Personalized 5G Mobile Telecommunications , 2017, IEEE Communications Magazine.

[23]  Sampath Rangarajan,et al.  Radio Access Network sharing in cellular networks , 2013, 2013 21st IEEE International Conference on Network Protocols (ICNP).

[24]  Byrav Ramamurthy,et al.  Network Innovation using OpenFlow: A Survey , 2014, IEEE Communications Surveys & Tutorials.

[25]  Bin Han,et al.  Network Slicing to Enable Scalability and Flexibility in 5G Mobile Networks , 2017, IEEE Communications Magazine.

[26]  Qi Wang,et al.  QoE-Driven, Energy-Aware Video Adaptation in 5G Networks: The SELFNET Self-Optimisation Use Case , 2016, Int. J. Distributed Sens. Networks.

[27]  Nabil Tabbane,et al.  Admission Control Algorithm for Network Slicing Management in SDN-NFV Environment , 2018, 2018 6th International Conference on Multimedia Computing and Systems (ICMCS).

[28]  Franco Davoli,et al.  Design, Development and Orchestration of 5G-Ready Applications over Sliced Programmable Infrastructure , 2017, 2017 29th International Teletraffic Congress (ITC 29).

[29]  Is-Haka Mkwawa,et al.  A Novel QoE-Aware SDN-enabled, NFV-based Management Architecture for Future Multimedia Applications on 5G Systems , 2019, ArXiv.

[30]  Rami Langar,et al.  DEMO: SDN-based network slicing in C-RAN , 2018, 2018 15th IEEE Annual Consumer Communications & Networking Conference (CCNC).

[31]  George Varghese,et al.  P4: programming protocol-independent packet processors , 2013, CCRV.

[32]  Carlos Arango,et al.  Performance Evaluation of Container-based Virtualization for High Performance Computing Environments , 2017, Revista UIS Ingenierías.

[33]  Yashar Ganjali,et al.  On scalability of software-defined networking , 2013, IEEE Communications Magazine.

[34]  K. B. Letaief,et al.  A Survey on Mobile Edge Computing: The Communication Perspective , 2017, IEEE Communications Surveys & Tutorials.

[35]  Wang-Cheol Song,et al.  Introducing network slice management inside M-CORD-based-5G framework , 2018, NOMS 2018 - 2018 IEEE/IFIP Network Operations and Management Symposium.

[36]  David Walker,et al.  SNAP: Stateful Network-Wide Abstractions for Packet Processing , 2015, SIGCOMM.

[37]  Navid Nikaein,et al.  JOX: An event-driven orchestrator for 5G network slicing , 2018, NOMS 2018 - 2018 IEEE/IFIP Network Operations and Management Symposium.

[38]  Qun Li,et al.  Fog Computing: Platform and Applications , 2015, 2015 Third IEEE Workshop on Hot Topics in Web Systems and Technologies (HotWeb).

[39]  Stefan Schmid,et al.  An architecture for creating and managing virtual networks , 2013, 2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).

[40]  Lena Wosinska,et al.  Demonstration of Resource Orchestration Using Big Data Analytics for Dynamic Slicing in 5G Networks , 2018, 2018 European Conference on Optical Communication (ECOC).

[41]  Hermann Hellwagner,et al.  QoE-Assured 4K HTTP Live Streaming via Transient Segment Holding at Mobile Edge , 2018, IEEE Journal on Selected Areas in Communications.

[42]  Akihiro Nakao,et al.  On-Site Evaluation of a Software Cellular Based MEC System with Downlink Slicing Technology , 2018, 2018 IEEE 7th International Conference on Cloud Networking (CloudNet).

[43]  Is-Haka Mkwawa,et al.  A Novel QoE-Centric SDN-Based Multipath Routing Approach for Multimedia Services over 5G Networks , 2018, 2018 IEEE International Conference on Communications (ICC).

[44]  Faqir Zarrar Yousaf,et al.  NFV and SDN—Key Technology Enablers for 5G Networks , 2017, IEEE Journal on Selected Areas in Communications.

[45]  Alessandro Floris,et al.  Towards Information-centric Collaborative QoE Management using SDN , 2019, 2019 IEEE Wireless Communications and Networking Conference (WCNC).

[46]  Li Fei,et al.  Network Slicing Resource Allocation and Monitoring over Multiple Clouds and Networks , 2018, 2018 Optical Fiber Communications Conference and Exposition (OFC).

[47]  Vasilis Friderikos,et al.  SDN for 5G Mobile Networks: NORMA Perspective , 2016, CrownCom.

[48]  Jong-Moon Chung,et al.  Sliced NFV service chaining in mobile edge clouds , 2017, 2017 19th Asia-Pacific Network Operations and Management Symposium (APNOMS).

[49]  Christos Tselios,et al.  On QoE-awareness through virtualized probes in 5G networks , 2016, 2016 IEEE 21st International Workshop on Computer Aided Modelling and Design of Communication Links and Networks (CAMAD).

[50]  Wei Song,et al.  AppRAN: Application-oriented radio access network sharing in mobile networks , 2015, 2015 IEEE International Conference on Communications (ICC).

[51]  Tarik Taleb,et al.  On Multi-Domain Network Slicing Orchestration Architecture and Federated Resource Control , 2019, IEEE Network.

[52]  César A. F. De Rose,et al.  Performance Evaluation of Container-Based Virtualization for High Performance Computing Environments , 2013, 2013 21st Euromicro International Conference on Parallel, Distributed, and Network-Based Processing.

[53]  Robert J. Adams,et al.  OpFlex Control Protocol , 2016 .

[54]  Teresa Pepe,et al.  5G mobile transport and computing platform for verticals , 2018, 2018 IEEE Wireless Communications and Networking Conference Workshops (WCNCW).

[55]  Marco Gramaglia,et al.  Optimising 5G infrastructure markets: The business of network slicing , 2017, IEEE INFOCOM 2017 - IEEE Conference on Computer Communications.

[56]  Tarik Taleb,et al.  Towards 5G Network Slicing over Multiple-Domains , 2017, IEICE Trans. Commun..

[57]  Ricard Vilalta,et al.  Experimental SDN control solutions for automatic operations and management of 5G services in a fixed mobile converged packet-optical network , 2018, 2018 International Conference on Optical Network Design and Modeling (ONDM).

[58]  Luis Contreras,et al.  NECOS Project: Towards Lightweight Slicing of Cloud Federated Infrastructures , 2018, 2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft).

[59]  Gerhard P. Fettweis,et al.  The Tactile Internet: Applications and Challenges , 2014, IEEE Vehicular Technology Magazine.

[60]  Alexandros Kaloxylos,et al.  5G Radio Access Network Architecture: Design Guidelines and Key Considerations , 2016, IEEE Communications Magazine.

[61]  Krishna M. Sivalingam,et al.  Quality of Service architectures for wireless networks: IntServ and DiffServ models , 1999, Proceedings Fourth International Symposium on Parallel Architectures, Algorithms, and Networks (I-SPAN'99).

[62]  Qiang Chen,et al.  A Survey of Network Slicing in 5G , 2017 .

[63]  Ricard Vilalta,et al.  Need for a transport aPI in 5G for global orchestration of cloud and networks through a virtualized infrastructure manager and planner [invited] , 2017, IEEE/OSA Journal of Optical Communications and Networking.

[64]  Zhu Han,et al.  Wireless Network Slicing: Generalized Kelly Mechanism-Based Resource Allocation , 2019, IEEE Journal on Selected Areas in Communications.

[65]  Raouf Boutaba,et al.  Business-driven management of differentiated services , 2010, 2010 IEEE Network Operations and Management Symposium - NOMS 2010.

[66]  Shi Yan,et al.  Mobility driven network slicing: an enabler of on demand mobility management for 5G , 2017 .

[67]  Luigi Atzori,et al.  QoE-centric service delivery: A collaborative approach among OTTs and ISPs , 2016, Comput. Networks.

[68]  Faqir Zarrar Yousaf,et al.  Network slicing with flexible mobility and QoS/QoE support for 5G Networks , 2017, 2017 IEEE International Conference on Communications Workshops (ICC Workshops).

[69]  Raul Muñoz,et al.  Optical Networks Virtualization and Slicing in the 5G era , 2018, 2018 Optical Fiber Communications Conference and Exposition (OFC).

[70]  Robert P. Goldberg,et al.  Survey of virtual machine research , 1974, Computer.

[71]  Navrati Saxena,et al.  Next Generation 5G Wireless Networks: A Comprehensive Survey , 2016, IEEE Communications Surveys & Tutorials.

[72]  R. R. Seeber,et al.  A time-sharing system using an associative memory , 1966 .

[73]  F. Richard Yu,et al.  Wireless Network Virtualization: A Survey, Some Research Issues and Challenges , 2015, IEEE Communications Surveys & Tutorials.

[74]  Young Han Kim,et al.  Slicing the next mobile packet core network , 2014, 2014 11th International Symposium on Wireless Communications Systems (ISWCS).

[75]  Li Su,et al.  OpenRAN: a software-defined ran architecture via virtualization , 2013, SIGCOMM.

[76]  Andreas Kunz,et al.  Mobile edge computing with network resource slicing for Internet-of-Things , 2018, 2018 IEEE 4th World Forum on Internet of Things (WF-IoT).

[77]  Navid Nikaein,et al.  5G Architectural Design Patterns , 2016, 2016 IEEE International Conference on Communications Workshops (ICC).

[78]  Ilker Demirkol,et al.  Mobility Management as a Service for 5G Networks , 2017, ArXiv.

[79]  Toktam Mahmoodi,et al.  Softwarization and Virtualization in 5G Networks for Smart Cities , 2015, IoT 360.

[80]  Luis Guijarro,et al.  Competition in Service Provision between Slice Operators in 5G Networks , 2018, Electronics.

[81]  Barbara Martini,et al.  5GEx: realising a Europe-wide multi-domain framework for software-defined infrastructures , 2016, Trans. Emerg. Telecommun. Technol..

[82]  Alexandros Kaloxylos,et al.  A Survey and an Analysis of Network Slicing in 5G Networks , 2018, IEEE Communications Standards Magazine.

[83]  Evangelos Pallis,et al.  T-NOVA: A marketplace for virtualized network functions , 2014, 2014 European Conference on Networks and Communications (EuCNC).

[84]  Balázs Sonkoly,et al.  UNIFYing Cloud and Carrier Network Resources: An Architectural View , 2014, 2015 IEEE Global Communications Conference (GLOBECOM).

[85]  Fabio Giust,et al.  Distributed mobility management for future 5G networks: overview and analysis of existing approaches , 2015, IEEE Communications Magazine.

[86]  Vincenzo Sciancalepore,et al.  From network sharing to multi-tenancy: The 5G network slice broker , 2016, IEEE Communications Magazine.

[87]  Manos Dramitinos,et al.  Manufactured by Software: SDN-Enabled Multi-Operator Composite Services with the 5G Exchange , 2017, IEEE Communications Magazine.

[88]  Ricard Vilalta,et al.  5G-Crosshaul Network Slicing: Enabling Multi-Tenancy in Mobile Transport Networks , 2017, IEEE Communications Magazine.

[89]  Anna Brunstrom,et al.  SDN/NFV-Based Mobile Packet Core Network Architectures: A Survey , 2017, IEEE Communications Surveys & Tutorials.

[90]  Joan Serrat,et al.  Management and orchestration challenges in network functions virtualization , 2016, IEEE Communications Magazine.

[91]  Balázs Németh,et al.  Realizing services and slices across multiple operator domains , 2018, NOMS 2018 - 2018 IEEE/IFIP Network Operations and Management Symposium.

[92]  Djamal Zeghlache,et al.  Virtual network provisioning across multiple substrate networks , 2011, Comput. Networks.

[93]  Sampath Rangarajan,et al.  NVS: A Substrate for Virtualizing Wireless Resources in Cellular Networks , 2012, IEEE/ACM Transactions on Networking.

[94]  Allan Vidal,et al.  Multi-Domain Orchestration across RAN and Transport for 5G , 2016, SIGCOMM.

[95]  Ion Marghescu,et al.  Development and implementation of a Smart City Use Case in a 5G mobile network's operator , 2017, 2017 25th Telecommunication Forum (TELFOR).

[96]  Sergio García,et al.  RAN slicing for multi-tenancy support in a WLAN scenario , 2017, 2017 IEEE Conference on Network Softwarization (NetSoft).

[97]  Filip De Turck,et al.  Network Function Virtualization: State-of-the-Art and Research Challenges , 2015, IEEE Communications Surveys & Tutorials.

[98]  Dimosthenis Kyriazis,et al.  5Gtango: A Beyond-Mano Service Platform , 2018, 2018 European Conference on Networks and Communications (EuCNC).

[99]  Mahesh K. Marina,et al.  Orion: RAN Slicing for a Flexible and Cost-Effective Multi-Service Mobile Network Architecture , 2017, MobiCom.

[100]  Philip Levis,et al.  OpenRadio: a programmable wireless dataplane , 2012, HotSDN '12.

[101]  Ekram Hossain,et al.  Auction Mechanisms for Virtualization in 5G Cellular Networks: Basics, Trends, and Open Challenges , 2018, IEEE Communications Surveys & Tutorials.

[102]  Sand Correa,et al.  Slicing and Allocation of Transformable Resources for the Deployment of Multiple Virtualized Infrastructure Managers (VIMs) , 2018, 2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft).

[103]  Antonio Brogi,et al.  TOSCA in a Nutshell: Promises and Perspectives , 2014, ESOCC.

[104]  Ana R. Cavalli,et al.  QoE Evaluation Based on QoS and QoBiz Parameters Applied to an OTT Service , 2015, 2015 IEEE International Conference on Web Services.

[105]  F. Richard Yu,et al.  Wireless virtualization for next generation mobile cellular networks , 2015, IEEE Wireless Communications.

[106]  Peter Schneider,et al.  5G NORMA: System architecture for programmable & multi-tenant 5G mobile networks , 2017, 2017 European Conference on Networks and Communications (EuCNC).

[107]  Sungbum Kim,et al.  Network slicing as enablers for 5G services: state of the art and challenges for mobile industry , 2018, Telecommun. Syst..

[108]  Geng Wu,et al.  An end-to-end network slicing framework for 5G wireless communication systems , 2016, ArXiv.

[109]  Thanasis Korakis,et al.  Network Store: Exploring Slicing in Future 5G Networks , 2015, MobiArch.

[110]  Ying Wang,et al.  A Data-Driven Architecture for Personalized QoE Management in 5G Wireless Networks , 2017, IEEE Wireless Communications.

[111]  Giuseppe Bianchi,et al.  OpenState: programming platform-independent stateful openflow applications inside the switch , 2014, CCRV.

[112]  Jose M. Alcaraz Calero,et al.  SliceNet: enabling 5G use cases for vertical businesses , 2018 .

[113]  Andreas Timm-Giel,et al.  LTE mobile network virtualization , 2011, Mob. Networks Appl..

[114]  Tinku Mohamed Rasheed,et al.  Softwarized 5G networks resiliency with self-healing , 2014, 1st International Conference on 5G for Ubiquitous Connectivity.

[115]  Xianfu Chen,et al.  SoftMobile: control evolution for future heterogeneous mobile networks , 2014, IEEE Wireless Communications.

[116]  Xuming Fang,et al.  Handover Scheme for 5 G C / U Plane Split Heterogeneous Network in High-Speed Railway , 2014 .

[117]  Luigi Atzori,et al.  OTT-ISP joint service management: A Customer Lifetime Value based approach , 2017, 2017 IFIP/IEEE Symposium on Integrated Network and Service Management (IM).

[118]  Gang Wang,et al.  Resource Allocation for Network Slices in 5G with Network Resource Pricing , 2017, GLOBECOM 2017 - 2017 IEEE Global Communications Conference.

[119]  Sampath Rangarajan,et al.  Radio access network virtualization for future mobile carrier networks , 2013, IEEE Communications Magazine.

[120]  Bin Wen,et al.  A YANG Data Model for Layer 2 Virtual Private Network (L2VPN) Service Delivery , 2018, RFC.

[121]  Vincenzo Sciancalepore,et al.  M2EC: A multi-tenant resource orchestration in multi-access edge computing systems , 2018, 2018 IEEE Wireless Communications and Networking Conference (WCNC).

[122]  Martin Bjorklund,et al.  YANG - A Data Modeling Language for the Network Configuration Protocol (NETCONF) , 2010 .

[123]  Pantelis A. Frangoudis,et al.  A reference architecture for network slicing , 2018, 2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft).

[124]  Christos V. Verikoukis,et al.  Application and Network VNF migration in a MEC-enabled 5G Architecture , 2018, 2018 IEEE 23rd International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD).

[125]  Jose M. Alcaraz Calero,et al.  SliceNet: E2E cognitive network slicing and slice management in 5G networks , 2018 .

[126]  Navid Nikaein,et al.  RAN Runtime Slicing System for Flexible and Dynamic Service Execution Environment , 2018, IEEE Access.

[127]  Mohammed Samaka,et al.  Network Slicing for 5 G : Challenges and Opportunities , 2017 .

[128]  Oriol Sallent,et al.  On Radio Access Network Slicing from a Radio Resource Management Perspective , 2017, IEEE Wireless Communications.

[129]  Taoka Hidekazu,et al.  Scenarios for 5G mobile and wireless communications: the vision of the METIS project , 2014, IEEE Communications Magazine.

[130]  Frank van Lingen,et al.  The Unavoidable Convergence of NFV, 5G, and Fog: A Model-Driven Approach to Bridge Cloud and Edge , 2017, IEEE Communications Magazine.

[131]  Mahesh K. Marina,et al.  Network Slicing in 5G: Survey and Challenges , 2017, IEEE Communications Magazine.

[132]  Dimosthenis Kyriazis,et al.  5G & SLAs: Automated proposition and management of agreements towards QoS enforcement , 2018, 2018 21st Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN).

[133]  Franco Davoli,et al.  A scalable SDN slicing scheme for multi-domain fog/cloud services , 2017, 2017 IEEE Conference on Network Softwarization (NetSoft).

[134]  Mohsen Guizani,et al.  Network function virtualization in 5G , 2016, IEEE Communications Magazine.

[135]  Wouter Tavernier,et al.  SONATA: Service programming and orchestration for virtualized software networks , 2016, 2017 IEEE International Conference on Communications Workshops (ICC Workshops).

[136]  Gustavo de Veciana,et al.  Multi-Tenant Radio Access Network Slicing: Statistical Multiplexing of Spatial Loads , 2016, IEEE/ACM Transactions on Networking.

[137]  Gang Feng,et al.  On Robustness of Network Slicing for Next-Generation Mobile Networks , 2019, IEEE Transactions on Communications.

[138]  Andres Garcia-Saavedra,et al.  5G-Crosshaul: An SDN/NFV Integrated Fronthaul/Backhaul Transport Network Architecture , 2017, IEEE Wireless Communications.

[139]  Luis Miguel Contreras Murillo,et al.  Analysis of end‐to‐end multi‐domain management and orchestration frameworks for software defined infrastructures: an architectural survey , 2017, Trans. Emerg. Telecommun. Technol..

[140]  Sung-Ju Lee,et al.  A Fog Operating System for User-Oriented IoT Services: Challenges and Research Directions , 2017, IEEE Communications Magazine.

[141]  Josep Mangues-Bafalluy,et al.  Resource Orchestration of 5G Transport Networks for Vertical Industries , 2018, 2018 IEEE 29th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC).

[142]  Lazaros F. Merakos,et al.  Quality of experience management in mobile cellular networks: key issues and design challenges , 2015, IEEE Communications Magazine.

[143]  Hannu Flinck,et al.  Mobility management enhancements for 5G low latency services , 2016, 2016 IEEE International Conference on Communications Workshops (ICC).

[144]  Navid Nikaein,et al.  Multi-Domain Orchestration for NFV: Challenges and Research Directions , 2016, 2016 15th International Conference on Ubiquitous Computing and Communications and 2016 International Symposium on Cyberspace and Security (IUCC-CSS).

[145]  O. G. de Dios,et al.  Orchestration of Network Services across multiple operators: The 5G Exchange prototype , 2017, 2017 European Conference on Networks and Communications (EuCNC).

[146]  Shufeng Huang,et al.  Network Hypervisors: Enhancing SDN Infrastructure , 2014, Comput. Commun..

[147]  Asit Chakraborti,et al.  5G-ICN: Delivering ICN Services over 5G Using Network Slicing , 2016, IEEE Communications Magazine.

[148]  Kathiravan Srinivasan,et al.  A study on M-CORD based architecture in traffic offloading for 5G-enabled multiaccess edge computing networks , 2018, 2018 IEEE International Conference on Applied System Invention (ICASI).

[149]  Bin Han,et al.  Slice as an Evolutionary Service: Genetic Optimization for Inter-Slice Resource Management in 5G Networks , 2018, IEEE Access.

[150]  Rajkumar Buyya,et al.  Heterogeneity in Mobile Cloud Computing: Taxonomy and Open Challenges , 2014, IEEE Communications Surveys & Tutorials.

[151]  T. Scarcella,et al.  Orbital efficiency through satellite digital switching , 1983, IEEE Communications Magazine.

[152]  Dario Pompili,et al.  Collaborative Mobile Edge Computing in 5G Networks: New Paradigms, Scenarios, and Challenges , 2016, IEEE Communications Magazine.

[153]  Meikang Qiu,et al.  A Scalable and Quick-Response Software Defined Vehicular Network Assisted by Mobile Edge Computing , 2017, IEEE Communications Magazine.

[154]  Tarik Taleb,et al.  A Survey on the Placement of Virtual Resources and Virtual Network Functions , 2019, IEEE Communications Surveys & Tutorials.

[155]  Cicek Cavdar,et al.  5GrEEn: Towards Green 5G mobile networks , 2013, 2013 IEEE 9th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob).

[156]  Carlos Pignataro,et al.  Service Function Chaining (SFC) Architecture , 2015, RFC.

[157]  Shanzhi Chen,et al.  The requirements, challenges, and technologies for 5G of terrestrial mobile telecommunication , 2014, IEEE Communications Magazine.

[158]  Zbigniew Kotulski,et al.  Towards constructive approach to end-to-end slice isolation in 5G networks , 2018, EURASIP J. Inf. Secur..

[159]  Wolfgang Kellerer,et al.  Control Plane Latency With SDN Network Hypervisors: The Cost of Virtualization , 2016, IEEE Transactions on Network and Service Management.

[160]  Is-Haka Mkwawa,et al.  QualitySDN: Improving Video Quality using MPTCP and Segment Routing in SDN/NFV , 2018, 2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft).

[161]  Henning Schulzrinne,et al.  From Service Level Agreements (SLA) to Experience Level Agreements (ELA): The challenges of selling QoE to the user , 2015, 2015 IEEE International Conference on Communication Workshop (ICCW).

[162]  Carl Boettiger,et al.  An introduction to Docker for reproducible research , 2014, OPSR.

[163]  Luigi Atzori,et al.  QoE-aware service delivery: A joint-venture approach for content and network providers , 2016, 2016 Eighth International Conference on Quality of Multimedia Experience (QoMEX).

[164]  Georges Kaddoum,et al.  Securing Fog-to-Things Environment Using Intrusion Detection System Based On Ensemble Learning , 2019, 2019 IEEE Wireless Communications and Networking Conference (WCNC).

[165]  Jonathan E. Fieldsend,et al.  A Framework of Fog Computing: Architecture, Challenges, and Optimization , 2017, IEEE Access.

[166]  Christian Bonnet,et al.  SDN-based distributed mobility management for 5G networks , 2016, 2016 IEEE Wireless Communications and Networking Conference.

[167]  Jose M. Alcaraz Calero,et al.  Future mode of operations for 5G - The SELFNET approach enabled by SDN/NFV , 2017, Comput. Stand. Interfaces.

[168]  Akihiro Nakao,et al.  GENI: A federated testbed for innovative network experiments , 2014, Comput. Networks.

[169]  Matias Richart,et al.  Resource Slicing in Virtual Wireless Networks: A Survey , 2016, IEEE Transactions on Network and Service Management.

[170]  Tarik Taleb,et al.  Coalitional Game for the Creation of Efficient Virtual Core Network Slices in 5G Mobile Systems , 2018, IEEE Journal on Selected Areas in Communications.

[171]  Jeffrey G. Andrews,et al.  What Will 5G Be? , 2014, IEEE Journal on Selected Areas in Communications.

[172]  Victor C. M. Leung,et al.  Network Slicing Based 5G and Future Mobile Networks: Mobility, Resource Management, and Challenges , 2017, IEEE Communications Magazine.

[173]  Muhammad Ali Imran,et al.  EARTH — Energy Aware Radio and Network Technologies , 2009, 2009 IEEE 20th International Symposium on Personal, Indoor and Mobile Radio Communications.

[174]  Tarik Taleb,et al.  On Multi-Access Edge Computing: A Survey of the Emerging 5G Network Edge Cloud Architecture and Orchestration , 2017, IEEE Communications Surveys & Tutorials.

[175]  Yacine Ghamri-Doudane,et al.  Software defined networking-based vehicular Adhoc Network with Fog Computing , 2015, 2015 IFIP/IEEE International Symposium on Integrated Network Management (IM).

[176]  John H. Hartman,et al.  XoS: An Extensible Cloud Operating System , 2015, BigSystem@HPDC.

[177]  Fabrice Guillemin,et al.  5G Edge Resource Federation: Dynamic and Cross-domain Network Slice Deployment , 2018, 2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft).

[178]  Navid Nikaein,et al.  Closing in on 5G Control Apps: Enabling Multiservice Programmability in a Disaggregated Radio Access Network , 2018, IEEE Vehicular Technology Magazine.

[179]  Petri Ahokangas,et al.  Business Modeling Options for Distributed Network Functions Virtualization: Operator perspective , 2016 .

[180]  Andy Bierman Guidelines for Authors and Reviewers of YANG Data Model Documents , 2011, RFC.

[181]  Tarik Taleb,et al.  End-to-end Network Slicing for 5G Mobile Networks , 2017, J. Inf. Process..

[182]  Naveen Chilamkurti,et al.  Differential flow space allocation scheme in SDN based fog computing for IoT applications , 2018 .

[183]  Xin Li,et al.  Network Slicing for 5G: Challenges and Opportunities , 2017, IEEE Internet Computing.

[184]  Navid Nikaein,et al.  Towards enforcing Network Slicing on RAN: Flexibility and Resources abstraction , 2017 .

[185]  Toktam Mahmoodi,et al.  Softwarization and virtualization in 5G mobile networks: Benefits, trends and challenges , 2018, Comput. Networks.

[186]  Ramon Casellas,et al.  OpenSlice: An OpenFlow-based control plane for spectrum sliced elastic optical path networks , 2012, 2012 38th European Conference and Exhibition on Optical Communications.

[187]  Dimitrios Kritharidis,et al.  SDN/NFV-based end to end network slicing for 5G multi-tenant networks , 2017, 2017 European Conference on Networks and Communications (EuCNC).

[188]  Liang Gong,et al.  An intelligent SDN framework for 5G heterogeneous networks , 2015, IEEE Communications Magazine.

[189]  Yuefeng Ji,et al.  Multi-tenant Hybrid Slicing with Cross-layer Heterogeneous Resource Coordination in 5G Transport Network , 2018, 2018 Optical Fiber Communications Conference and Exposition (OFC).

[190]  Wolfgang Kellerer,et al.  Survey on Network Virtualization Hypervisors for Software Defined Networking , 2015, IEEE Communications Surveys & Tutorials.

[191]  Rose Qingyang Hu,et al.  Security for 5G Mobile Wireless Networks , 2018, IEEE Access.

[192]  Holger Karl,et al.  5G OS: Control and Orchestration of Services on Multi-Domain Heterogeneous 5G Infrastructures , 2018, 2018 European Conference on Networks and Communications (EuCNC).

[193]  Tarik Taleb,et al.  End-to-end network slicing enabled through network function virtualization , 2017, 2017 IEEE Conference on Standards for Communications and Networking (CSCN).

[194]  Larry L. Peterson,et al.  The design principles of PlanetLab , 2006, OPSR.

[195]  Benoit des Ligneris,et al.  Virtualization of Linux based computers: the Linux-VServer project , 2005, 19th International Symposium on High Performance Computing Systems and Applications (HPCS'05).

[196]  Bin Han,et al.  Network Slicing in 5G Mobile Communication Architecture, Profit Modeling, and Challenges , 2017, ArXiv.

[197]  Fernando M. V. Ramos,et al.  Software-Defined Networking: A Comprehensive Survey , 2014, Proceedings of the IEEE.

[198]  Vasilis Friderikos,et al.  Flexible connectivity and QoE/QoS management for 5G Networks: The 5G NORMA view , 2016, 2016 IEEE International Conference on Communications Workshops (ICC).

[199]  Deng Liang,et al.  NESMO: Network slicing management and orchestration framework , 2017, 2017 IEEE International Conference on Communications Workshops (ICC Workshops).

[200]  Di Feng,et al.  A Profit-Maximizing Strategy of Network Resource Management for 5G Tenant Slices , 2017, ArXiv.

[201]  Sunghyun Choi,et al.  3GPP SA2 architecture and functions for 5G mobile communication system , 2017, ICT Express.

[202]  Toktam Mahmoodi,et al.  Network slicing management & prioritization in 5G mobile systems , 2016 .

[203]  Mikio Iwamura NGMN View on 5G Architecture , 2015, 2015 IEEE 81st Vehicular Technology Conference (VTC Spring).

[204]  Raul Muñoz,et al.  Zero-Touch Network Slicing Through Multi-Domain Transport Networks , 2018, 2018 20th International Conference on Transparent Optical Networks (ICTON).

[205]  Li Yan,et al.  Handover Scheme for 5G C/U Plane Split Heterogeneous Network in High-Speed Railway , 2014, IEEE Transactions on Vehicular Technology.

[206]  Tarik Taleb,et al.  On Enabling 5G Automotive Systems Using Follow Me Edge-Cloud Concept , 2018, IEEE Transactions on Vehicular Technology.

[207]  Luigi Atzori,et al.  Qualia: A multilayer solution for QoE passive monitoring at the user terminal , 2017, 2017 IEEE International Conference on Communications (ICC).

[208]  Weisi Lin,et al.  Personalizing User Interfaces for improving quality of experience in VoD recommender systems , 2016, 2016 Eighth International Conference on Quality of Multimedia Experience (QoMEX).

[209]  H. Vincent Poor,et al.  A Survey of Energy-Efficient Techniques for 5G Networks and Challenges Ahead , 2016, IEEE Journal on Selected Areas in Communications.

[210]  Jose Ordonez-Lucena,et al.  Network Slicing for 5G with SDN/NFV: Concepts, Architectures, and Challenges , 2017, IEEE Communications Magazine.

[211]  Haoyu Song,et al.  Protocol-oblivious forwarding: unleash the power of SDN through a future-proof forwarding plane , 2013, HotSDN '13.

[212]  A. Benjebbour,et al.  Design considerations for a 5G network architecture , 2014, IEEE Communications Magazine.

[213]  Federica Paganelli,et al.  Context-aware service composition and delivery in NGSONs over SDN , 2014, IEEE Communications Magazine.

[214]  Chen Sun,et al.  SDPA: Enhancing Stateful Forwarding for Software-Defined Networking , 2015, 2015 IEEE 23rd International Conference on Network Protocols (ICNP).

[215]  Padma Pillay-Esnault,et al.  Efficient service auto-discovery for next generation network slicing architecture , 2016, 2016 IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN).

[216]  Vasileios Theodorou,et al.  Cross-Domain Network Slicing for Industrial Applications , 2018, 2018 European Conference on Networks and Communications (EuCNC).

[217]  Dimosthenis Kyriazis,et al.  5GTANGO: An Approach for Testing NFV Deployments , 2018, 2018 European Conference on Networks and Communications (EuCNC).

[218]  Sachin Katti,et al.  SoftRAN: software defined radio access network , 2013, HotSDN '13.

[219]  Slawomir Kuklinski,et al.  DASMO: A scalable approach to network slices management and orchestration , 2018, NOMS 2018 - 2018 IEEE/IFIP Network Operations and Management Symposium.

[220]  Olga Galinina,et al.  5G Multi-RAT LTE-WiFi Ultra-Dense Small Cells: Performance Dynamics, Architecture, and Trends , 2015, IEEE Journal on Selected Areas in Communications.

[221]  F. Giannone,et al.  Experimental Demonstration of a 5G Network Slice Deployment Through the 5G-Transformer Architecture , 2018, 2018 European Conference on Optical Communication (ECOC).

[222]  Thomas Magedanz,et al.  Prototyping nfv-based multi-access edge computing in 5G ready networks with open baton , 2017, 2017 IEEE Conference on Network Softwarization (NetSoft).

[223]  Luigi Atzori,et al.  Towards QoE monitoring at user terminal: A monitoring approach based on quality degradation , 2017, 2017 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB).

[224]  Josep Mangues-Bafalluy,et al.  Towards a unified fronthaul-backhaul data plane for 5G The 5G-Crosshaul project approach , 2017, Comput. Stand. Interfaces.

[225]  Andres Garcia-Saavedra,et al.  OVNES: Demonstrating 5G network slicing overbooking on real deployments , 2018, IEEE INFOCOM 2018 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS).

[226]  Wolfgang Kellerer,et al.  HyperFlex: An SDN virtualization architecture with flexible hypervisor function allocation , 2015, 2015 IFIP/IEEE International Symposium on Integrated Network Management (IM).

[227]  Thar Baker,et al.  Seamless Mobility Management in Heterogeneous 5G Networks: A Coordination Approach among Distributed SDN Controllers , 2019, 2019 IEEE 89th Vehicular Technology Conference (VTC2019-Spring).

[228]  Andres Garcia-Saavedra,et al.  Overbooking network slices through yield-driven end-to-end orchestration , 2018, CoNEXT.

[229]  Luigi Atzori,et al.  An SDN-approach for QoE management of multimedia services using resource allocation , 2017, 2017 IEEE International Conference on Communications (ICC).

[230]  Ian F. Akyildiz,et al.  SoftAir: A software defined networking architecture for 5G wireless systems , 2015, Comput. Networks.

[231]  Piero Castoldi,et al.  SDN controller for network-aware adaptive orchestration in dynamic service chaining , 2016, 2016 IEEE NetSoft Conference and Workshops (NetSoft).

[232]  Qiang Liu,et al.  VirtualEdge: Multi-Domain Resource Orchestration and Virtualization in Cellular Edge Computing , 2019, 2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS).

[233]  Faqir Zarrar Yousaf,et al.  Resource Sharing for a 5G Multi-tenant and Multi-service Architecture , 2017 .

[234]  Ying-Chang Liang,et al.  Cognitive radio resource management for future cellular networks , 2014, IEEE Wireless Communications.

[235]  Ricard Vilalta,et al.  Control, Management, and Orchestration of Optical Networks: Evolution, Trends, and Challenges , 2018, Journal of Lightwave Technology.

[236]  Jose M. Alcaraz Calero,et al.  SliceNet: End-to-End Cognitive Network Slicing and Slice Management Framework in Virtualised Multi-Domain, Multi-Tenant 5G Networks , 2018, 2018 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB).

[237]  Raouf Boutaba,et al.  Virtual Network Embedding with Coordinated Node and Link Mapping , 2009, IEEE INFOCOM 2009.

[238]  Luigi Atzori,et al.  Challenges of future multimedia QoE monitoring for internet service providers , 2017, Multimedia Tools and Applications.

[239]  Yaser Jararweh,et al.  A Mobility Management Architecture for Seamless Delivery of 5G-IoT Services , 2019, ICC 2019 - 2019 IEEE International Conference on Communications (ICC).

[240]  Sachin Katti,et al.  RadioVisor: a slicing plane for radio access networks , 2014, ONS.

[241]  Guru M. Parulkar,et al.  OpenVirteX: make your virtual SDNs programmable , 2014, HotSDN.

[242]  David E. Culler,et al.  PlanetLab: an overlay testbed for broad-coverage services , 2003, CCRV.

[243]  Peter Reichl,et al.  The trouble with choice: An empirical study to investigate the influence of charging strategies and content selection on QoE , 2013, Proceedings of the 9th International Conference on Network and Service Management (CNSM 2013).

[244]  Oriol Sallent,et al.  On 5G Radio Access Network Slicing: Radio Interface Protocol Features and Configuration , 2018, IEEE Communications Magazine.

[245]  Luigi Atzori,et al.  Timber: An SDN based emulation platform for QoE Management Experimental Research , 2018, 2018 Tenth International Conference on Quality of Multimedia Experience (QoMEX).