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5G network slicing is essential to providing flexible, scalable and on-demand solutions for the vast array of applications in 5G networks. Two key challenges of 5G network slicing are function isolation (intra-slice) and guaranteeing…

网络与互联网体系结构 · 计算机科学 2019-04-22 Danish Sattar , Ashraf Matrawy

5G and beyond is expected to enable various emerging use cases with diverse performance requirements from vertical industries. To serve these use cases cost-effectively, network slicing plays a key role in dynamically creating virtual…

网络与互联网体系结构 · 计算机科学 2022-08-01 Qiang Liu , Nakjung Choi , Tao Han

Network slicing in 5G/6G Non-Terrestrial Network (NTN) is confronted with mobility and traffic variability. An artificial intelligence (AI)-based digital twin (DT) architecture with deep reinforcement learning (DRL) using Deep deterministic…

网络与互联网体系结构 · 计算机科学 2025-05-14 Afan Ali , Huseyin Arslan

In the era of Industry 4.0, smart factories have emerged as a paradigm shift, redefining manufacturing with the integration of advanced digital technologies. Central to this transformation is the deployment of 5G networks, offering…

信号处理 · 电气工程与系统科学 2024-05-07 Regina Ochonu , Josep Vidal

The use cases of the upcoming 5G mobile networks introduce new and complex user demands that will require support for fast reconfiguration of network resources. Software Defined Network (SDN) is a key technology that can address these…

网络与互联网体系结构 · 计算机科学 2022-01-06 R. A. Addad , D. L. C. Dutra , M. Bagaa , T. Taleb , H. Flinck , M. Namane

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…

网络与互联网体系结构 · 计算机科学 2022-07-26 Tu N. Nguyen , Kashyab J. Ambarani , My T. Thai

Artificial intelligence (AI) and Machine Learning (ML) are considered as key enablers for realizing the full potential of fifth-generation (5G) and beyond mobile networks, particularly in the context of resource management and…

Network slicing allows Mobile Network Operators to split the physical infrastructure into isolated virtual networks (slices), managed by Service Providers to accommodate customized services. The Service Function Chains (SFCs) belonging to a…

网络与互联网体系结构 · 计算机科学 2020-06-02 Quang-Trung Luu , Sylvaine Kerboeuf , Michel Kieffer

In this paper, we design a new flexible smart software-defined radio access network (Soft-RAN) architecture with traffic awareness for sixth generation (6G) wireless networks. In particular, we consider a hierarchical resource allocation…

信号处理 · 电气工程与系统科学 2023-02-10 Ali Nouruzi , Atefeh Rezaei , Ata Khalili , Nader Mokari , Mohammad Reza Javan , Eduard A. Jorswieck , Halim Yanikomeroglu

Deep Neural Network (DNN) splitting is one of the key enablers of edge Artificial Intelligence (AI), as it allows end users to pre-process data and offload part of the computational burden to nearby Edge Cloud Servers (ECSs). This opens new…

信号处理 · 电气工程与系统科学 2024-01-31 Francesco Binucci , Mattia Merluzzi , Paolo Banelli , Emilio Calvanese Strinati , Paolo Di Lorenzo

Radio access network (RAN) slicing is a key technology that enables 5G network to support heterogeneous requirements of generic services, namely ultra-reliable low-latency communication (URLLC) and enhanced mobile broadband (eMBB). In this…

网络与互联网体系结构 · 计算机科学 2022-02-15 Abderrahime Filali , Zoubeir Mlika , Soumaya Cherkaoui , Abdellatif Kobbane

Network slicing is an emerging technique for providing resources to diverse wireless services with heterogeneous quality-of-service needs. However, beyond satisfying end-to-end requirements of network users, network slicing needs to also…

信息论 · 计算机科学 2018-02-01 Ali Taleb Zadeh Kasgari , Walid Saad

For the past decades, networks have evolved to increase their performances, their capacities, to reduce latencies and optimize their resource management in order to remain competitive and adapted to the market. Today, the way consumers use…

网络与互联网体系结构 · 计算机科学 2020-02-13 Youssouf Drif , Emmanuel Chaput , Emmanuel Lavinal , Pascal Berthou , Boris Tiomela Jou , Olivier Gremillet , Fabrice Arnal

Network densification and millimeter-wave technologies are key enablers to fulfill the capacity and data rate requirements of the fifth generation (5G) of mobile networks. In this context, designing low-complexity policies with local…

信号处理 · 电气工程与系统科学 2020-06-17 Mohamed Sana , Antonio De Domenico , Wei Yu , Yves Lostanlen , Emilio Calvanese Strinati

Network slicing is a crucial enabler and a trend for the Next Generation Mobile Network (NGMN) and various other new systems like the Internet of Vehicles (IoV) and Industrial IoT (IIoT). Orchestration and machine learning are key elements…

网络与互联网体系结构 · 计算机科学 2024-01-15 Rodrigo Moreira , Flavio de Oliveira Silva , Tereza Cristina Melo de Brito Carvalho , Joberto S. B. Martins

Network slicing is a key feature in 5G/NG cellular networks that creates customized slices for different service types with various quality-of-service (QoS) requirements, which can achieve service differentiation and guarantee service-level…

信号处理 · 电气工程与系统科学 2025-09-23 Yiğit Berkay Uslu , Roya Doostnejad , Alejandro Ribeiro , Navid NaderiAlizadeh

The forthcoming 6G networks will embrace a new realm of AI-driven services that requires innovative network slicing strategies, namely slicing for AI, which involves the creation of customized network slices to meet Quality of service (QoS)…

网络与互联网体系结构 · 计算机科学 2024-11-06 Menna Helmy , Alaa Awad Abdellatif , Naram Mhaisen , Amr Mohamed , Aiman Erbad

Radio access network (RAN) slicing realizes a vision where physical network resources that belong to a specific infrastructure provider can be shared among multiple mobile network operators (MNOs). Existing work in this area has addressed…

网络与互联网体系结构 · 计算机科学 2019-05-21 Salvatore D'Oro , Francesco Restuccia , Tommaso Melodia

With the increasing diversity of 5G service types and the intensifying dynamic fluctuations of network load, achieve differentiated quality of service assurance in a network slicing environment has become a key issue in resource management.…

网络与互联网体系结构 · 计算机科学 2026-05-06 Qingyang Li

Network slicing aims to enhance flexibility and efficiency in next-generation wireless networks by allocating the right resources to meet the diverse requirements of various applications. Managing these slices with machine learning (ML)…

网络与互联网体系结构 · 计算机科学 2025-01-28 Shavbo Salehi , Pedro Enrique Iturria-Rivera , Medhat Elsayed , Majid Bavand , Raimundas Gaigalas , Yigit Ozcan , Melike Erol-Kantarci