English
Related papers

Related papers: Machine Learning for Network Slicing Resource Mana…

200 papers

Network Slicing (NS) is a fundamental feature of 5G, 6G, and future mobile networks, enabling logically isolated virtual networks over shared infrastructure. As data demand increases and services diversify, ensuring Energy Efficiency (EE)…

Network slicing, a key technology introduced in 5G standards, enables mobile networks to simultaneously support a wide range ofheterogeneous use cases with diverse quality of service (QoS) requirements. This work discusses the potential…

One of the most challenging services fifth-generation (5G) mobile network is designed to support, is the critical services in-need of very low latency, and/or high reliability. It is now clear that such critical services will also be at the…

Networking and Internet Architecture · Computer Science 2021-12-07 Ali Esmaeily , Katina Kralevska , Toktam Mahmoodi

Network slicing is one of the most critical 5G pillars. It allows for sharing a 5G infrastructure among different tenants leading to improved service customisation and increased operators' revenues. Concurrently, introducing the…

Networking and Internet Architecture · Computer Science 2025-02-18 Simone Bolettieri , Dinh Thai Bui , Raffaele Bruno

Network slicing enabled by fifth generation (5G) systems has the potential to satisfy diversified service requirements from different vertical industries. As a typical vertical industry, smart distribution grid poses new challenges to…

Networking and Internet Architecture · Computer Science 2021-11-08 H. V. Kalpanie Mendis , Poul E. Heegaard , Vicente Casares-Giner , Frank Y. Li , Katina Kralevska

Network slicing is born as an emerging business to operators, by allowing them to sell the customized slices to various tenants at different prices. In order to provide better-performing and cost-efficient services, network slicing involves…

Networking and Internet Architecture · Computer Science 2018-11-22 Rongpeng Li , Zhifeng Zhao , Qi Sun , Chi-Lin I , Chenyang Yang , Xianfu Chen , Minjian Zhao , Honggang Zhang

Private deployments of 4G and 5G networks in industrial environments are beneficial from various aspects. Private 4G/5G networks typically face the challenge of supporting heterogeneous industrial applications. This technology demonstration…

Networking and Internet Architecture · Computer Science 2020-08-12 Jaya Thota , Adnan Aijaz

Network slicing has emerged as an integral concept in 5G, aiming to partition the physical network infrastructure into isolated slices, customized for specific applications. We theoretically formulate the key performance metrics of an…

Networking and Internet Architecture · Computer Science 2024-04-30 Homa Esfahanizadeh , Vipindev Adat Vasudevan , Benjamin D. Kim , Shruti Siva , Jennifer Kim , Alejandro Cohen , Muriel Médard

To accommodate various use cases with differing characteristics, the Fifth Generation (5G) mobile communications system intends to utilize network slicing. Network slicing enables the creation of multiple logical networks over a shared…

Networking and Internet Architecture · Computer Science 2023-07-13 Rashmi Yadav , Rashmi Kamran , Pranav Jha , Abhay Karandikar

An efficient resource management scheme is critical to enable network slicing in 5G networks and in envisioned 6G networks, and artificial intelligence (AI) techniques offer promising solutions. Considering the rapidly emerging new machine…

Networking and Internet Architecture · Computer Science 2022-12-20 Hao Zhou , Melike Erol-Kantarci , Vincent Poor

Local 5G networks are expected to emerge to serve different vertical sectors specific requirements. These networks can be deployed by traditional mobile network operators or entrant local operators. With a large number of verticals with…

Networking and Internet Architecture · Computer Science 2019-07-10 Idris Badmus , Marja Matinmikko-Blue , Jaspreet Singh Walia

The principles of net neutrality have been essential for maintaining the diversity of services built on top of the internet and for maintaining some competition between small and large providers of those online services. That diversity and…

Networking and Internet Architecture · Computer Science 2023-08-14 Nick Doty , Mallory Knodel

Modern network architectures have shaped market segments, governments, and communities with intelligent and pervasive applications. Ongoing digital transformation through technologies such as softwarization, network slicing, and AI drives…

Recently, machine learning has been used in every possible field to leverage its amazing power. For a long time, the net-working and distributed computing system is the key infrastructure to provide efficient computational resource for…

Networking and Internet Architecture · Computer Science 2017-11-17 Mowei Wang , Yong Cui , Xin Wang , Shihan Xiao , Junchen Jiang

Network slicing is a crucial part of the 5G networks that communication service providers (CSPs) seek to deploy. By exploiting three main enabling technologies, namely, software-defined networking (SDN), network function virtualization…

Networking and Internet Architecture · Computer Science 2019-12-10 Sina Ebrahimi , Abulfazl Zakeri , Behzad Akbari , Nader Mokari

The adoption of machine learning techniques in next-generation networks has increasingly attracted the attention of the research community. This is to provide adaptive learning and decision-making approaches to meet the requirements of…

Networking and Internet Architecture · Computer Science 2022-01-17 T. Taleb , A. Laghrissi , D. E. Bensalem

Modern networks support network slicing, which partitions physical infrastructure into virtual slices tailored to different service requirements (for example, high bandwidth or low latency). Optimally allocating users to slices is a…

Networking and Internet Architecture · Computer Science 2025-12-02 Sagar Sudhakara , Pankaj Rajak

5G mobile networks encompass the capabilities of hosting a variety of services such as mobile social networks, multimedia delivery, healthcare, transportation, and public safety. Therefore, the major challenge in designing the 5G networks…

Networking and Internet Architecture · Computer Science 2017-12-19 Dinh Thai Hoang , Dusit Niyato , Ping Wang , Antonio De Domenico , Emilio Calvanese Strinati

Network slicing has been considered as one of the key enablers for 5G to support diversified services and application scenarios. This paper studies the distributed network slicing utilizing both the spectrum resource offered by…

Networking and Internet Architecture · Computer Science 2020-02-05 Anqi Huang , Yingyu Li , Yong Xiao , Xiaohu Ge , Sumei Sun , Han-Chieh Chao

In the context of Fifth Generation (5G) mobile networks, the concept of "Slice as a Service" (SlaaS) promotes mobile network operators to flexibly share infrastructures with mobile service providers and stakeholders. However, it also…

Neural and Evolutionary Computing · Computer Science 2018-06-13 Bin Han , Lianghai Ji , Hans D. Schotten