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The 3GPP has provided its first standard specifications for network slicing in the recent Release 15. The fundamental principles are specified which constitute the standard network slicing framework. These specifications, however, lack the…

Networking and Internet Architecture · Computer Science 2022-03-25 Muhammad Mohtasim Sajjad , Dhammika Jayalath , Yu-Chu Tian , Carlos J. Bernardos

The concept of network slice, i.e.,a service customized virtual network (VN) is attracting more and more attentions in the telecommunication industry. A slice is a set of network resources which fits the service attributes and requirements…

Networking and Internet Architecture · Computer Science 2016-08-25 Hang Zhang

The increasing concerns of knowledge transfer and data privacy challenge the traditional gather-and-analyse paradigm in networks. Specifically, the intelligent orchestration of Virtual Network Functions (VNFs) requires understanding and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-04 Xunzheng Zhang , Shadi Moazzeni , Juan Marcelo Parra-Ullauri , Reza Nejabati , Dimitra Simeonidou

The grand objective of 5G wireless technology is to support three generic services with vastly heterogeneous requirements: enhanced mobile broadband (eMBB), massive machine-type communications (mMTC), and ultra-reliable low-latency…

Networking and Internet Architecture · Computer Science 2018-08-02 Petar Popovski , Kasper F. Trillingsgaard , Osvaldo Simeone , Giuseppe Durisi

Graph Neural Networks (GNNs) are powerful deep learning models to generate node embeddings on graphs. When applying deep GNNs on large graphs, it is still challenging to perform training in an efficient and scalable way. We propose a novel…

Machine Learning · Computer Science 2020-10-08 Hanqing Zeng , Hongkuan Zhou , Ajitesh Srivastava , Rajgopal Kannan , Viktor Prasanna

The 3rd Generation Partnership Project (3GPP) has defined based on the Long Term Evolution (LTE) enhanced Multicast Broadcast Multimedia Service (eMBMS) a set of new features to support the distribution of Terrestrial Broadcast services in…

Networking and Internet Architecture · Computer Science 2020-04-09 Mikko Säily , Carlos Barjau Estevan , Jordi Joan Gimenez , Fasil Tesema , Wei Guo , David Gomez-Barquero , De Mi

Dynamic spectrum slicing is a critical enabler for 6G Radio Access Networks (RANs), allowing the coexistence of heterogeneous services. However, optimizing resource allocation in dense, interference-limited deployments remains challenging…

Networking and Internet Architecture · Computer Science 2026-03-13 Hossein Mohammadi , Seyed Bagher Hashemi Natanzi , Ramak Nassiri , Jamshid Hassanpour , Bo Tang , Vuk Marojevic

The integration of Terrestrial Networks (TNs) with Non-Terrestrial Networks (NTNs) poses unique architectural and functional challenges due to heterogeneous propagation conditions, dynamic topologies and limited on-board processing…

Networking and Internet Architecture · Computer Science 2025-07-04 Jorge Baranda , Marius Caus , Luis Blanco , Cristian J. Vaca-Rubio , Engin Zeydan , Kapal Dev , Zheng Li , Tomaso DeCola

Isolation is one of the more relevant attributes associated to the idea of network slicing, introduced by 5G services. Through isolation it is expected that slices from different customers could gracefully coexist without interfering each…

Networking and Internet Architecture · Computer Science 2021-11-08 Luis M. Contreras , Jose A. Ordonez-Lucena

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

End-to-End (E2E) network slicing enables wireless networks to provide diverse services on a common infrastructure. Each E2E slice, including resources of radio access network (RAN) and core network, is rented to mobile virtual network…

Networking and Internet Architecture · Computer Science 2022-06-08 Shiva Kazemi Taskou , Mehdi Rasti , Pedro H. J. Nardelli

Fog computing extends the cloud to the edge of the network, close to the end-users enabling the deployment of some application component in the fog while others in the cloud. Network Functions Virtualization (NFV) decouples the network…

Networking and Internet Architecture · Computer Science 2019-06-04 Seyedeh Negar Afrasiabi , Somayeh Kianpisheh , Carla Mouradian , Roch H. Glitho , Ashok Moghe

Large-scale disaster management applications are among the several realistic applications of the IoT. Fire detection and earthquake early warning applications are just two examples. Several IoT devices are used in such applications e.g.,…

Software Engineering · Computer Science 2018-08-22 Carla Mouradian , Narjes Tahghigh Jahromi , Roch H. Glitho

While the 5th generation (5G) of mobile networks has landed in the commercial area, the research community is exploring new functionalities for 6th generation (6G) networks, for example non-terrestrial networks (NTNs) via space/air nodes…

Networking and Internet Architecture · Computer Science 2023-05-10 Mattia Sandri , Matteo Pagin , Marco Giordani , Michele Zorzi

Graph Neural Networks (GNNs) have emerged as powerful tools for supervised machine learning over graph-structured data, while sampling-based node representation learning is widely utilized in unsupervised learning. However, scalability…

Machine Learning · Computer Science 2024-07-23 Vipul Gupta , Xin Chen , Ruoyun Huang , Fanlong Meng , Jianjun Chen , Yujun Yan

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

Virtual Network Embedding (VNE) is a fundamental resource allocation challenge that is associated with hard and multifaceted constraints in network function virtualization (NFV). Existing works for VNE struggle to handle such complex…

Networking and Internet Architecture · Computer Science 2025-07-28 Tianfu Wang , Long Yang , Chao Wang , Chuan Qin , Liwei Deng , Wei Wu , Junyang Wang , Li Shen , Hui Xiong

Fifth Generation (5G) networks are envisioned to be fully autonomous in accordance to the ETSI-defined Zero touch network and Service Management (ZSM) concept. To this end, purpose-specific Machine Learning (ML) models can be used to manage…

Networking and Internet Architecture · Computer Science 2020-05-13 Xenofon Vasilakos , Navid Nikaein , Dean H Lorenz , Berkay Koksal , Nasim Ferdosian

In this paper, we propose a design solution for the implementation of Virtualized Network Coding Functionality (VNCF) over a service coverage area. Network Function Virtualization (NFV) and Network Coding (NC) architectural designs are…

Networking and Internet Architecture · Computer Science 2018-03-15 Tan Do-Duy , M. Angeles Vazquez Castro

Virtualization enables multiple applications to share the same wireless sensor and actuator network (WSAN). However, in heterogeneous environments, virtualized wireless sensor and actuator networks (VWSAN) raise new challenges, such as the…

Networking and Internet Architecture · Computer Science 2017-10-17 Carla Mouradian , Tonmoy Saha , Jagruti Sahoo , Mohammad Abu-Lebdeh , Roch Glitho , Monique Morrow , Paul Polakos