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Energy efficiency has become an important measurement of scheduling algorithms in virtualized data centers. One of the challenges of energy-efficient scheduling algorithms, however, is the trade-off between minimizing energy consumption and…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-10-30 Nguyen Quang-Hung , Nam Thoai , Nguyen Thanh Son , Duy-Khanh Le

Network Functions Virtualization, or NFV, enables telecommunications infrastructure providers to replace special-purpose networking equipment with commodity servers running virtualized network functions (VNFs). A service provider utilizing…

Networking and Internet Architecture · Computer Science 2016-06-13 Freddy C. Chua , Julie Ward , Ying Zhang , Puneet Sharma , Bernardo A. Huberman

Managing shared mutable states in high concurrency state access operations is a persistent challenge in Network Functions Virtualization (NFV). This is particularly true when striving to meet chain output equivalence (COE) requirements.…

Networking and Internet Architecture · Computer Science 2023-07-21 Zhonghao Yang , Shuhao Zhang , Binbin Chen

Network function virtualization (NFV) based service function chaining (SFC) allows the provisioning of various security and traffic engineering applications in a cloud network. Inefficient deployment of network functions can lead to…

Cryptography and Security · Computer Science 2018-11-05 Ankur Chowdhary , Dijiang Huang

The rapid growth of AI has fueled the expansion of accelerator- or GPU-based data centers. However, the rising operational energy consumption has emerged as a critical bottleneck and a major sustainability concern. Dynamic Voltage and…

Performance · Computer Science 2026-01-14 Jeffrey Spaan , Kuan-Hsun Chen , Ana-Lucia Varbanescu

With the advancement of Cloud Computing over the past few years, there has been a massive shift from traditional data centers to cloud enabled data centers. The enterprises with cloud data centers are focusing their attention on energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-11-25 Radheshyam Nanduri , Dharmesh Kakadia , Vasudeva Varma

Network Function Virtualization (NFV) on Software-Defined Networks (SDN) can effectively optimize the allocation of Virtual Network Functions (VNFs) and the routing of network flows simultaneously. Nevertheless, most previous studies on NFV…

Networking and Internet Architecture · Computer Science 2025-10-23 Jian-Jhih Kuo , Shan-Hsiang Shen , Ming-Hong Yang , De-Nian Yang , Ming-Jer Tsai , Wen-Tsuen Chen

Network function virtualization (NFV) is an emerging design paradigm that replaces physical middlebox devices with software modules running on general purpose commodity servers. While gradually transitioning to NFV, Internet service…

Networking and Internet Architecture · Computer Science 2022-02-22 Gamal Sallam , Zizhan Zheng , Bo Ji

Sharing Virtualized Network Functions (VNFs) among different slices in Fifth Generation (5G) is a potential strategy to simplify the system implementation and utilize 5G resources efficiently. In this paper, we propose a security-aware VNF…

Networking and Internet Architecture · Computer Science 2023-03-08 Mohammed Mahyoub , AbdulAziz AbdulGhaffar , Emmanuel Alalade , Ashraf Matrawy

Network function virtualization (NFV) enhances service flexibility by decoupling network functions from dedicated hardware. To handle time-varying traffic in NFV network, virtualized network function (VNF) migration has been involved to…

Networking and Internet Architecture · Computer Science 2024-10-15 Fangyu Zhang , Yuang Chen , Hancheng Lu , Chengdi Lu

It is expected that the next generation cellular networks provide a connected society with fully mobility to empower the socio-economic transformation. Several other technologies will benefits of this evolution, such as Internet of Things,…

Networking and Internet Architecture · Computer Science 2020-10-21 Guto Leoni Santos , Patricia Takako Endo

With the ultimate goal of replacing proprietary hardware appliances with Virtual Network Functions (VNFs) implemented in software, Network Function Virtualization (NFV) has been gaining popularity in the past few years. Software switches…

Networking and Internet Architecture · Computer Science 2020-08-10 Tianzhu Zhang , Leonardo Linguaglossa , Paolo Giaccone , Luigi Iannone , James Roberts

Network functions virtualization (NFV) is a new concept that has received the attention of both researchers and network providers. NFV decouples network functions from specialized hardware devices and virtualizes these network functions as…

Networking and Internet Architecture · Computer Science 2021-05-12 Samane Asgari , Shahram Jamali , Reza Fotohi , Mahdi Nooshyar

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 demand.…

Networking and Internet Architecture · Computer Science 2020-06-16 Dimitrios Michael Manias , Hassan Hawilo , Abdallah Shami

Federated Learning (FL) on resource-constrained edge devices faces a critical challenge: The computational energy required for training Deep Neural Networks (DNNs) often dominates communication costs. However, most existing…

Machine Learning · Computer Science 2025-12-02 Eunjeong Jeong , Giovanni Perin , Howard H. Yang , Nikolaos Pappas

The shift towards a completely virtualized networking environment is triggered by the emergence of software defined networking and network function virtualization (NFV). Network service providers have unlocked immense capabilities by these…

Networking and Internet Architecture · Computer Science 2020-04-27 Ibrahim Tamim , Manar Jammal , Hassan Hawilo , Abdallah Shami

An approach to using the concept of Software-Defined Networking and Network Functions Virtualization (SDN/NFV) for the implementation of an information security monitoring and management system in 5G and 6G networks is proposed. SDN…

Networking and Internet Architecture · Computer Science 2022-11-24 Igor Buzhin , Veronica Antonova , Yury Mironov , Vladislav Gnezdilov , Eldar Gaifutdinov , Mikhail Gorodnichev

Deploying deep neural networks (DNNs) on power-sensitive edge devices presents a formidable challenge. While Dynamic Voltage and Frequency Scaling (DVFS) is widely employed for energy optimization, traditional model-level scaling is often…

Machine Learning · Computer Science 2026-03-24 Ziyang Zhang , Zheshun Wu , Jie Liu , Luca Mottola

Network functions (e.g., firewalls, load balancers, etc.) have been traditionally provided through proprietary hardware appliances. Often, hardware appliances need to be hardwired back to back to form a service chain providing chained…

Networking and Internet Architecture · Computer Science 2018-04-23 Abhishek Gupta , M. Farhan Habib , Uttam Mandal , Pulak Chowdhury , Massimo Tornatore , Biswanath Mukherjee

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…

Networking and Internet Architecture · Computer Science 2014-06-03 Manar Jammal , Taranpreet Singh , Abdallah Shami , Rasool Asal , Yiming Li