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The placement of Cloud-Native Network Functions across the Cloud-Continuum represents a core challenge in the orchestration of current 5G and future 6G networks. The process entails the implementation of interdependent computing tasks,…

机器学习 · 计算机科学 2026-03-05 Álvaro Vázquez Rodríguez , Manuel Fernández-Veiga , Carlos Giraldo-Rodríguez

Network Function Virtualization (NFV) is an emerging paradigm that turns hardware-dependent implementation of network functions (i.e., middleboxes) into software modules running on virtualized platforms, for significant cost reduction and…

网络与互联网体系结构 · 计算机科学 2016-11-28 Yongzheng Jia , Chuan Wu , Zongpeng Li , Franck Le , Alex Liu

Plug-and-play information technology (IT) infrastructure has been expanding very rapidly in recent years. With the advent of cloud computing, many ecosystem and business paradigms are encountering potential changes and may be able to…

网络与互联网体系结构 · 计算机科学 2014-06-03 Manar Jammal , Taranpreet Singh , Abdallah Shami , Rasool Asal , Yiming Li

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.,…

软件工程 · 计算机科学 2018-08-22 Carla Mouradian , Narjes Tahghigh Jahromi , Roch H. Glitho

High-quality Service Function Chaining (SFC) provisioning is provided by the timely execution of Virtual Network Functions (VNFs) in a defined sequence. Advanced Deep Reinforcement Learning (DRL) solutions are utilized in many studies to…

网络与互联网体系结构 · 计算机科学 2025-09-30 Murat Arda Onsu , Poonam Lohan , Burak Kantarci , Emil Janulewicz

Digital twins (DTs) are envisioned as a key enabler of the cyber-physical continuum in future wireless networks. However, efficient deployment and synchronization of DTs in dynamic multi-access edge computing (MEC) environments remains…

系统与控制 · 电气工程与系统科学 2026-04-02 Hossam Farag , Cedomir Stefanovic

Business models of network service providers are undergoing an evolving transformation fueled by vertical customer demands and technological advances such as 5G, Software Defined Networking~(SDN), and Network Function Virtualization~(NFV).…

网络与互联网体系结构 · 计算机科学 2019-05-20 Nathan F. Saraiva de Sousa , Danny A. Lachos Perez , Raphael V. Rosa , Mateus A. S. Santos , Christian Esteve Rothenberg

This article presents a digital twin (DT)-enhanced reinforcement learning (RL) framework aimed at optimizing performance and reliability in network resource management, since the traditional RL methods face several unified challenges when…

系统与控制 · 电气工程与系统科学 2024-06-18 Nan Cheng , Xiucheng Wang , Zan Li , Zhisheng Yin , Tom Luan , Xuemin Shen

Cloud computing technology provides the means to share physical resources among multiple users and data center tenants by exposing them as virtual resources. There is a strong industrial drive to use similar technology and concepts to…

网络与互联网体系结构 · 计算机科学 2016-10-17 Victor Millnert , Enrico Bini , Johan Eker

In the framework of Network Function Virtualization (NFV), the reliability of Service Function Chain (SFC), -- an end-to-end service is presented by a chain of virtual network functions (VNFs), is a complex function of placement,…

网络与互联网体系结构 · 计算机科学 2020-05-07 Anna Engelmann , Admela Jukan

With the growing demand for data connectivity, network service providers are faced with the task of reducing their capital and operational expenses while simultaneously improving network performance and addressing the increased connectivity…

信号处理 · 电气工程与系统科学 2020-01-23 Dimitrios Michael Manias , Manar Jammal , Hassan Hawilo , Abdallah Shami , Parisa Heidari , Adel Larabi , Richard Brunner

Mobile edge computing offers a myriad of opportunities to innovate and introduce novel applications, thereby enhancing user experiences considerably. A critical issue extensively investigated in this domain is efficient deployment of…

网络与互联网体系结构 · 计算机科学 2024-09-24 Rasoul Behravesh , David Breitgand , Dean H. Lorenz , Danny Raz

Middleboxes have become a vital part of modern networks by providing service functions such as content filtering, load balancing and optimization of network traffic. An ordered sequence of middleboxes composing a logical service is called…

网络与互联网体系结构 · 计算机科学 2017-11-03 Milad Ghaznavi , Nashid Shahriar , Reaz Ahmed , Raouf Boutaba

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…

网络与互联网体系结构 · 计算机科学 2022-08-29 Luigi De Simone , Mario Di Mauro , Roberto Natella , Fabio Postiglione

Software-defined networking (SDN) and the network function virtualization (NFV) led to great developments in software based control technology by decreasing expenditures. Service function chaining (SFC) is an important technology to find…

网络与互联网体系结构 · 计算机科学 2020-09-14 DongNyeong Heo , Stanislav Lange , Hee-Gon Kim , Heeyoul Choi

Spurred by the severe restrictions on mobility due to the COVID-19 pandemic, there is currently intense interest in developing the Metaverse, to offer virtual services/business online. A key enabler of such virtual service is the digital…

计算机科学与博弈论 · 计算机科学 2021-11-02 Yue Han , Dusit Niyato , Cyril Leung , Chunyan Miao , Dong In Kim

Digital twins are emerging as a valuable tool for short-term decision-making as well as for long-term strategic planning across numerous domains, including process industry, energy, space, transport, and healthcare. This paper reports on…

The envisioned 6G networks are expected to support extremely high data rates, low-latency, and radically new applications empowered by machine learning. The futuristic 6G networks require a novel framework that can be used to operate,…

网络与互联网体系结构 · 计算机科学 2022-01-13 Muhammad Tariq , Faisal Naeem , H. Vincent Poor

This paper introduces a novel dynamic optimization framework for video streaming that leverages Network Digital Twin (NDT) technology to address the challenges posed by fluctuating wireless network conditions. Traditional adaptive streaming…

网络与互联网体系结构 · 计算机科学 2025-08-05 Zurh Farus , Betty Searcy , Tina Nassisid , Kevin Muhammad

Digital Twins (DTs), optimize operations and monitor performance in Smart Critical Systems (SCS) domains like smart grids and manufacturing. DT-based cybersecurity solutions are in their infancy, lacking a unified strategy to overcome…

密码学与安全 · 计算机科学 2023-09-26 Ahmad Mohsin , Helge Janicke , Surya Nepal , David Holmes