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In cloud services, virtual machine (VM) scheduling is a typical Online Dynamic Multidimensional Bin Packing (ODMBP) problem, characterized by large-scale complexity and fluctuating demands. Traditional optimization methods struggle to adapt…

Machine Learning · Computer Science 2026-03-06 JieHao Wu , Ziwei Wang , Junjie Sheng , Wenhao Li , Xiangfeng Wang , Jun Luo

The proliferation in data volume and processing requests calls for a new breed of on-demand computing. Fog computing is proposed to address the limitations of cloud computing by extending processing and storage resources to the edge of the…

Networking and Internet Architecture · Computer Science 2019-04-24 Hatem A. Alharbi , Taisir E. H. Elgorashi , Jaafar M. H. Elmirghani

Network Function Virtualization (NFV) can cost-efficiently provide network services by running different virtual network functions (VNFs) at different virtual machines (VMs) in a correct order. This can result in strong couplings between…

Systems and Control · Computer Science 2018-04-20 Xiaojing Chen , Wei Ni , Tianyi Chen , Iain B. Collings , Xin Wang , Ren Ping Liu , Georgios B. Giannakis

Network Virtualization is one of the most promising technologies for future networking and considered as a critical IT resource that connects distributed, virtualized Cloud Computing services and different components such as storage,…

Networking and Internet Architecture · Computer Science 2018-01-31 Duc-Lam Nguyen , HyungHo Byun , Naeon Kim , Chong-Kwon Kim

Network Function Virtualization (NFV) is a new paradigm, enabling service innovation through virtualization of traditional network functions located flexibly in the network in form of Virtual Network Functions (VNFs). Since VNFs can only be…

Networking and Internet Architecture · Computer Science 2020-02-03 Francisco Carpio , Samia Dhahri , Admela Jukan

This paper investigates the energy-aware virtual machine (VM) allocation problems in clouds along characteristics: multiple resources, fixed interval time and non-preemption of virtual machines. Many previous works have been proposed to use…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-11-25 Nguyen Quang-Hung , Nam Thoai

The ongoing research and industrial exploitation of SDN and NFV technologies promise higher flexibility on network automation and infrastructure optimization. Choosing the location of Virtual Network Functions is a central problem in the…

Networking and Internet Architecture · Computer Science 2020-07-24 Balázs Németh , Nuria Molner , Jorge Jorge Martín-Pérez , Carlos J. Bernardos , Antonio de la Oliva , Balázs Sonkoly

Deploying V2X services has become a challenging task. This is mainly due to the fact that such services have strict latency requirements. To meet these requirements, one potential solution is adopting mobile edge computing (MEC). However,…

Networking and Internet Architecture · Computer Science 2020-10-15 Abdallah Moubayed , Abdallah Shami , Parisa Heidari , Adel Larabi , Richard Brunner

So far, various solutions have been proposed for symmetric distribution of load cloud computing environments. In this article, a new solution to the optimal allocation of virtual machines in the cloud data centers is presented to provide a…

Networking and Internet Architecture · Computer Science 2023-11-29 Hamid Reza naji , Reza Esmaeili

Migration and replication of virtual network functions (VNFs) are well-known mechanisms to face dynamic resource requests in Internet Service Provider (ISP) edge networks. They are not only used to reallocate resources in carrier networks,…

Networking and Internet Architecture · Computer Science 2022-08-18 Francisco Carpio , Wolfgang Bziuk , Admela Jukan

The virtual machine consolidation problem (VMCP) attempts to determine which servers to be activated, how to allocate virtual machines (VMs) to the activated servers, and how to migrate VMs among servers such that the summation of…

Data Structures and Algorithms · Computer Science 2022-12-26 Jiang-Yao Luo , Liang Chen , Wei-Kun Chen , Jian-Hua Yuan , Yu-Hong Dai

Allocating resources in a distributed environment is a fundamental challenge. In this paper, we analyze the scheduling and placement of virtual machines (VMs) in the cloud platform of SAP, the world's largest enterprise resource planning…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-29 Arno Uhlig , Iris Braun , Matthias Wählisch

Cloud providers handle substantial number of requests to create and delete virtual machines (VMs) on a daily basis, where the unknown sequence of requests eventually leads to resource fragmentation. To mitigate this issue, periodic…

Data Structures and Algorithms · Computer Science 2023-09-22 Andrei Gudkov , Pavel Popov , Stepan Romanov

Optimal resource utilization for executing tasks within the cloud is one of the biggest challenges. In executing the task over a cloud, the resource provisioner is responsible for providing the resources to create virtual machines. To…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-07-12 Gaurav Raj , Ankit Nischal

Virtual machine live migration in cloud environments aims at reducing energy costs and increasing resource utilization. However, its potential has not been fully explored because of simultaneous migrations that may cause user application…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-07-27 Artur Baruchi , Edson T. Midorikawa , Liria M. Sato , Marco A. S. Netto

The rapid development of virtual network architecture makes it possible for wireless network to be widely used. With the popularity of artificial intelligence (AI) industry in daily life, efficient resource allocation of wireless network…

Networking and Internet Architecture · Computer Science 2022-02-07 Chao Wang , Tao Dong , Youxiang Duan , Qifeng Sun , Peiying Zhang

As Large Language Models (LLMs) scale to handle massive concurrent traffic, optimizing the infrastructure required for inference has become a primary challenge. To manage the high cost of GPU resources while ensuring strict service-level…

As cloud computing continues to evolve, the adoption of multi-NUMA (Non-Uniform Memory Access) architecture by cloud service providers has introduced new challenges in virtual machine (VM) scheduling. To address these challenges and more…

Machine Learning · Computer Science 2025-04-22 Tin Ping Chan , Yunlong Cheng , Yizhan Zhu , Xiaofeng Gao , Guihai Chen

Efficient network packet processing increasingly demands dynamic, adaptive, and run-time resizable match table allocation to handle the diverse and heterogeneous nature of traffic patterns and rule sets. Achieving this flexibility at high…

Hardware Architecture · Computer Science 2025-05-20 Seyyidahmed Lahmer , Angelo Tulumello , Alessandro Rivitti , Giuseppe Bianchi , Andrea Zanella

Virtual Machine (VM)consolidation is a crucial process in improving the utilization of the resource in cloud computing services.As the cloud data centers consume high electrical power,the operational costs and carbon dioxide releases…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-03 Akram Saeed Aqlan Alhammadi , Dr. V. Vasanthi
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