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The popularization of cloud computing has raised concerns over the energy consumption that takes place in data centers. In addition to the energy consumed by servers, the energy consumed by large numbers of network devices emerges as a…

网络与互联网体系结构 · 计算机科学 2016-11-17 Lin Wang , Fa Zhang , Jordi Arjona Aroca , Athanasios V. Vasilakos , Kai Zheng , Chenying Hou , Dan Li , Zhiyong Liu

Virtual network services that span multiple data centers are important to support emerging data-intensive applications in fields such as bioinformatics and retail analytics. Successful virtual network service composition and maintenance…

性能 · 计算机科学 2018-08-10 Dmitrii Chemodanov , Flavio Esposito , Prasad Calyam , Andrei Sukhov

Virtualization facilitates heterogeneous cloud applications to share the same physical infrastructure with admirable flexibility, while resource efficiency and survivability are critical concerns for virtual network embedding (VNE). As more…

网络与互联网体系结构 · 计算机科学 2020-08-19 Subhadeep Sahoo

Recently, there are significant advances in the areas of networking, caching and computing. Nevertheless, these three important areas have traditionally been addressed separately in the existing research. In this paper, we present a novel…

网络与互联网体系结构 · 计算机科学 2016-11-17 Qingxia Chen , F. Richard Yu , Tao Huang , Renchao Xie , Jiang Liu , Yunjie Liu

The Network Function Virtualization (NFV) paradigm is enabling flexibility, programmability and implementation of traditional network functions into generic hardware, in form of Virtual Network Functions (VNFs). To provide services, the…

网络与互联网体系结构 · 计算机科学 2017-11-27 Francisco Carpio , Admela Jukan

Containers are standalone, self-contained units that package software and its dependencies together. They offer lightweight performance isolation, fast and flexible deployment, and fine-grained resource sharing. They have gained popularity…

分布式、并行与集群计算 · 计算机科学 2018-12-04 Maria A. Rodriguez , Rajkumar Buyya

The concept of Network Function Virtualization (NFV) has been introduced as a new paradigm in the recent few years. NFV offers a number of benefits including significantly increased maintainability and reduced deployment overhead. Several…

网络与互联网体系结构 · 计算机科学 2018-04-25 Nadir Ghrada , Mohamed Faten Zhani , Yehia Elkhatib

The proliferation of cloud providers has brought substantial interoperability complexity to the public cloud market, in which cloud brokering has been playing an important role. However, energy-related issues for public clouds have not been…

网络与互联网体系结构 · 计算机科学 2016-04-12 Lin Wang , Lei Jiao , Mateusz Guzek , Dzmitry Kliazovich , Pascal Bouvry

Current virtual reality (VR) headsets encounter a trade-off between high processing power and affordability. Consequently, offloading 3D rendering to remote servers helps reduce costs, battery usage, and headset weight. Maintaining network…

系统与控制 · 电气工程与系统科学 2024-10-04 Ali Majlesi Kopaee , Seyed Amir Hajseyedtaghia , Hossein Chitsaz

Graph Neural Networks (GNNs) have experienced rapid advancements in recent years due to their ability to learn meaningful representations from graph data structures. Federated Learning (FL) has emerged as a viable machine learning approach…

分布式、并行与集群计算 · 计算机科学 2025-06-17 Pranjal Naman , Yogesh Simmhan

With the rapid growth in computing power demand, cloud native networks have emerged as a promising solution to address the challenges of efficient resource coordination, particularly in coping with the dynamic fluctuations of network…

分布式、并行与集群计算 · 计算机科学 2026-02-11 Hao Jiang , Meng Qin , Ruijie Kuai , Dandan Liang , Yue Gao

Transfer learning for feature extraction can be used to exploit deep representations in contexts where there is very few training data, where there are limited computational resources, or when tuning the hyper-parameters needed for training…

Cloud computing has become the backbone of the computing industry and offers subscription-based on-demand services. Through virtualization, which produces a virtual instance of a computer system running in an abstracted hardware layer, it…

分布式、并行与集群计算 · 计算机科学 2022-07-19 Sakshi Chhabra , Ashutosh Kumar Singh

In current scenario cloud computing is most widely increasing platform for task execution. Lot of research is going on to cut down the cost and execution time. In this paper, we propose an efficient algorithm to have an effective and fast…

分布式、并行与集群计算 · 计算机科学 2012-07-12 Gaurav Raj , Sonika Setia

Cloud computing service models have experienced rapid growth and inefficient resource usage is known as one of the greatest causes of high energy consumption in cloud data centers. Resource allocation in cloud data centers aiming to reduce…

分布式、并行与集群计算 · 计算机科学 2021-06-24 Zeinab Khodaverdian , Hossein Sadr , Seyed Ahmad Edalatpanah , Mojdeh Nazari Solimandarabi

The recent advent of `Internet of Things' (IOT) has increased the demand for enabling AI-based edge computing. This has necessitated the search for efficient implementations of neural networks in terms of both computations and storage.…

机器学习 · 计算机科学 2019-02-04 Indranil Chakraborty , Deboleena Roy , Aayush Ankit , Kaushik Roy

Modern cloud orchestrators like Kubernetes provide a versatile and robust way to host applications at scale. One of their key features is autoscaling, which automatically adjusts cloud resources (compute, memory, storage) in order to adapt…

网络与互联网体系结构 · 计算机科学 2021-09-08 Berta Serracanta , Jordi Paillisse , Albert Cabellos , Anna Claiborne , Alberto Rodriguez-Natal , Dave Ward , Fabio Maino

This paper considers a traditional problem of resource allocation, scheduling jobs on machines. One such recent application is cloud computing, where jobs arrive in an online fashion with capacity requirements and need to be immediately…

数据结构与算法 · 计算机科学 2017-05-29 Maxime C. Cohen , Philipp W. Keller , Vahab Mirrokni , Morteza Zadimoghaddam

In this paper, a re-evaluation undertaken for dynamic VM consolidation problem and optimal online deterministic algorithms for the single VM migration in an experimental environment. We proceeded to focus on energy and performance trade-off…

分布式、并行与集群计算 · 计算机科学 2018-12-18 Nasrin Akhter , Mohamed Othman , Ranesh Kumar Naha

With the advent of Network Function Virtualization (NFV), network services that traditionally run on proprietary dedicated hardware can now be realized using Virtual Network Functions (VNFs) that are hosted on general-purpose commodity…

网络与互联网体系结构 · 计算机科学 2022-01-21 Gamal Sallam , Bo Ji