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In this paper, we study the virtual network function (VNF) placement problem in mobile edge computing (MEC)-enabled 5G networks to meet the stringent reliability and latency requirements of uRLLC applications. We pose it as a constrained…

Networking and Internet Architecture · Computer Science 2025-08-21 Aqsa Sayeed , Samaresh Bera

Virtual Network Functions as a Service (VNFaaS) is currently under attentive study by telecommunications and cloud stakeholders as a promising business and technical direction consisting of providing network functions as a service on a…

Networking and Internet Architecture · Computer Science 2017-01-30 Marco Casazza , Pierre Fouilhoux , Mathieu Bouet , Stefano Secci

In this paper, we study end-to-end service reliability in Data Center Networks (DCN) with flow and Service Function Chains (SFCs) parallelism. In our approach, we consider large flows to i) be split into multiple parallel smaller sub-flows;…

Networking and Internet Architecture · Computer Science 2017-11-23 Anna Engelmann , Admela Jukan

Network Function Virtualization (NFV) prescribes the instantiation of network functions on general-purpose network devices, such as servers and switches. While yielding a more flexible and cost-effective network architecture, NFV is…

Information Theory · Computer Science 2016-11-18 Ali Al-Shuwaili , Osvaldo Simeone , Joerg Kliewer , Petar Popovski

We investigate the control and optimization of vertical federated learning (VFL), a class of distributed machine learning (ML) methods in which edge/fog devices contain separate data features, in dynamic edge/fog networks. Owing to…

Networking and Internet Architecture · Computer Science 2026-05-12 Su Wang , Mung Chiang , H. Vincent Poor

The concept of Network Function Virtualization (NFV) has been introduced as a new paradigm in the recent few years. NFV offers a number of benefits including significantly increased maintainability and reduced deployment overhead. Several…

Networking and Internet Architecture · Computer Science 2018-04-25 Nadir Ghrada , Mohamed Faten Zhani , Yehia Elkhatib

Nowadays, most telecommunication services adhere to the Service Function Chain (SFC) paradigm, where network functions are implemented via software. In particular, container virtualization is becoming a popular approach to deploy network…

Networking and Internet Architecture · Computer Science 2022-08-29 Luigi De Simone , Mario Di Mauro , Roberto Natella , Fabio Postiglione

5G radio access network (RAN) with network slicing methodology plays a key role in the development of the next-generation network system. RAN slicing focuses on splitting the substrate's resources into a set of self-contained programmable…

Networking and Internet Architecture · Computer Science 2022-07-26 Tu N. Nguyen , Kashyab J. Ambarani , My T. Thai

A promising area of application for Network Function Virtualization is in network security, where chains of Virtual Security Network Functions (VSNFs), i.e., security-specific virtual functions such as firewalls or Intrusion Prevention…

Networking and Internet Architecture · Computer Science 2021-03-19 Roberto Doriguzzi-Corin , Sandra Scott-Hayward , Domenico Siracusa , Marco Savi , Elio Salvadori

Network Virtualization (NV) is an emerging network dynamic planning technique to overcome network rigidity. As its necessary challenge, Virtual Network Embedding (VNE) enhances the scalability and flexibility of the network by decoupling…

Networking and Internet Architecture · Computer Science 2022-05-31 Peiying Zhang , Ning Chen , Shibao Li , Kim-Kwang Raymond Choo , Chunxiao Jiang

Network appliances perform different functions on network flows and constitute an important part of an operator's network. Normally, a set of chained network functions process network flows. Following the trend of virtualization of…

Networking and Internet Architecture · Computer Science 2014-12-16 Sevil Mehraghdam , Matthias Keller , Holger Karl

Network virtualization is an efficient approach of solving the ossification problem of the Internet. It has become a promising way of supporting lots of heterogeneous network onto substrate physical network. A major challenge in network…

Networking and Internet Architecture · Computer Science 2014-11-14 Neha Mishra

With the emergence of network softwarization trend, traditional networking services offered by Internet providers are expected to evolve by fully leveraging new recent technologies like network function virtualization and software defined…

Networking and Internet Architecture · Computer Science 2022-03-03 Tarik Moufakir , Mohamed Faten Zhani , Abdelouahed Gherbi , Moayad Aloqaily , Nadir Ghrada

With a wide deployment of Multi-Access Edge Computing (MEC) in the Fifth Generation (5G) mobile networks, virtual network functions (VNF) can be flexibly migrated between difference locations, and therewith significantly enhances the…

Networking and Internet Architecture · Computer Science 2021-11-30 Amina Lejla Ibrahimpasic , Bin Han , Hans D. Schotten

In this paper, we first introduce the NFV architecture and the use of IPv6 Segment Routing (SRv6) network programming model to support Service Function Chaining in a NFV scenario. We describe the concepts of SR-aware and SR-unaware Virtual…

Networking and Internet Architecture · Computer Science 2017-04-21 Ahmed AbdelSalam , Francois Clad , Clarence Filsfils , Stefano Salsano , Giuseppe Siracusano , Luca Veltri

This paper proposes an effective and novel multiagent deep reinforcement learning (MADRL)-based method for solving the joint virtual network function (VNF) placement and routing (P&R), where multiple service requests with differentiated…

Artificial Intelligence · Computer Science 2022-06-27 Shaoyang Wang , Chau Yuen , Wei Ni , Guan Yong Liang , Tiejun Lv

The placement scheme of virtual machines (VMs) to physical servers (PSs) is crucial to lowering operational cost for cloud providers. Evolutionary algorithms (EAs) have been performed promising-solving on virtual machine placement (VMP)…

Neural and Evolutionary Computing · Computer Science 2020-06-26 Zhengping Liang , Jian Zhang , Liang Feng , Zexuan Zhu

Network Function Virtualization (NFV) enables the "softwarization" of network functions, which are implemented on virtual machines hosted on Commercial off-the-shelf (COTS) servers. Both the composition of the virtual network functions…

Information Theory · Computer Science 2017-04-25 Jinkyu Kang , Osvaldo Simeone , Joonhyuk Kang

Network function virtualization leverages programmable data plane switches to deploy in-network implementable functions, to improve QoS. The memories of switches can be extended through remote direct memory access to access external…

Networking and Internet Architecture · Computer Science 2024-09-13 Somayeh Kianpisheh , Tarik Taleb

Network function virtualization (NFV) and software defined networking (SDN) are two promising technologies to enable 5G and 6G services and achieve cost reduction, network scalability, and deployment flexibility. However, migration to full…

Networking and Internet Architecture · Computer Science 2020-10-20 Reza Moosavi , Saeedeh Parsaeefard , Mohammad Ali Maddah-Ali , Vahid Shah-Mansouri , Babak Hossein Khalaj , Mehdi Bennis