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Hardware disaggregation seeks to transform Data Center (DC) resources from traditional server fleets into unified resource pools. Despite existing challenges that may hinder its full realization, significant progress has been made in both…

硬件体系结构 · 计算机科学 2025-11-07 Chao Guo , Jiahe Xu , Moshe Zukerman

Infrastructure as a Service (IaaS) clouds have become the predominant underlying infrastructure for the operation of modern and smart technology. IaaS clouds have proven to be useful for multiple reasons such as reduced costs, increased…

分布式、并行与集群计算 · 计算机科学 2025-01-13 Nivedhitha Duggi , Masoud Rafiei , Mohsen Amini Salehi

The emergence of new, off-path smart network cards (SmartNICs), known generally as Data Processing Units (DPU), has opened a wide range of research opportunities. Of particular interest is the use of these and related devices in tandem with…

分布式、并行与集群计算 · 计算机科学 2025-12-04 Nathan Tibbetts , Sifat Ibtisum , Satish Puri

Can cloud computing infrastructures provide HPC-competitive performance for scientific applications broadly? Despite prolific related literature, this question remains open. Answers are crucial for designing future systems and democratizing…

分布式、并行与集群计算 · 计算机科学 2021-03-09 Giulia Guidi , Marquita Ellis , Aydin Buluc , Katherine Yelick , David Culler

Due to the evolving Cloud Computing paradigm, there is a prevailing concern that in the near future data center managers may be in short supply. Cloud computing, as a whole, is becoming more prevalent into today s computing world. In fact,…

计算机与社会 · 计算机科学 2014-04-09 Timur Mirzoev , Bruce Benson , David Hillhouse , Mickey Lewis

Cloud computing is offering utility-oriented IT services to users worldwide. Based on a pay-as-you-go model, it enables hosting of pervasive applications from consumer, scientific, and business domains. However, data centers hosting Cloud…

分布式、并行与集群计算 · 计算机科学 2010-06-03 Rajkumar Buyya , Anton Beloglazov , Jemal Abawajy

Distributed digital infrastructures for computation and analytics are now evolving towards an interconnected ecosystem allowing complex applications to be executed from IoT Edge devices to the HPC Cloud (aka the Computing Continuum, the…

分布式、并行与集群计算 · 计算机科学 2021-09-06 Daniel Rosendo , Alexandru Costan , Gabriel Antoniu , Patrick Valduriez

Hybrid switching - in which a high bandwidth circuit switch (optical or wireless) is used in conjunction with a low bandwidth packet switch - is a promising alternative to interconnect servers in today's large scale data-centers. Circuit…

网络与互联网体系结构 · 计算机科学 2015-12-24 Shaileshh Bojja Venkatakrishnan , Mohammad Alizadeh , Pramod Viswanath

Data aggregation is a promising approach to enable massive machine-type communication (mMTC). Here, we first characterize the aggregation phase where a massive number of machine-type devices transmits to their respective aggregator. By…

网络与互联网体系结构 · 计算机科学 2019-06-27 Onel L. Alcaraz López , Hirley Alves , Pedro H. J. Nardelli , Matti Latva-aho

The size of modern data centers is constantly increasing. As it is not economic to interconnect all machines in the data center using a full-bisection-bandwidth network, techniques have to be developed to increase the efficiency of…

网络与互联网体系结构 · 计算机科学 2015-03-17 Philip Wette , Holger Karl

The advent of data-driven science in the 21st century brought about the need for well-organized structured data and associated infrastructure able to facilitate the applications of Artificial Intelligence and Machine Learning. We present an…

数据库 · 计算机科学 2022-03-03 Alexander Zech , Timur Bazhirov

The Hybrid Technology Hub and many other research centers work in cross-functional teams whose workflow is not necessarily linear and where in many cases technology advances are done through parallel work. The lack of proper tools and…

分布式、并行与集群计算 · 计算机科学 2021-02-18 Pavel Vazquez , Kayoko Shoji , Steffen Novik , Stefan Krauss , Simon Rayner

Multiple forms of digital transformation are imminent. Digital Twins represent one concept. It is gaining momentum because it may offer real-time transparency. Rapid diffusion of digital duplicates faces hurdles due to lack of semantic…

计算机与社会 · 计算机科学 2016-10-21 Shoumen Palit Austin Datta

Modern science and engineering computing environments often feature storage systems of different types, from parallel file systems in high-performance computing centers to object stores operated by cloud providers. To enable easy, reliable,…

分布式、并行与集群计算 · 计算机科学 2021-06-04 Zhengchun Liu , Rajkumar Kettimuthu , Joaquin Chung , Rachana Ananthakrishnan , Michael Link , Ian Foster

Cloud computing is being viewed as the technology of today and the future. Through this paradigm, the customers gain access to shared computing resources located in remote data centers that are hosted by cloud providers (CP). This…

分布式、并行与集群计算 · 计算机科学 2014-11-20 Yasir Shoaib , Olivia Das

The rapid development of the mobile Internet and the Internet of Things is leading to a diversification of user devices and the emergence of new mobile applications on a regular basis. Such applications include those that are…

计算工程、金融与科学 · 计算机科学 2024-08-13 Xirui Tang , Zeyu Wang , Xiaowei Cai , Honghua Su , Changsong Wei

This survey article reviews the challenges associated with deploying and optimizing big data applications and machine learning algorithms in cloud data centers and networks. The MapReduce programming model and its widely-used open-source…

网络与互联网体系结构 · 计算机科学 2019-10-03 Sanaa Hamid Mohamed , Taisir E. H. El-Gorashi , Jaafar M. H. Elmirghani

Continued reliance on human operators for managing data centers is a major impediment for them from ever reaching extreme dimensions. Large computer systems in general, and data centers in particular, will ultimately be managed using…

分布式、并行与集群计算 · 计算机科学 2015-07-07 Alina Sîrbu , Ozalp Babaoglu

In this chapter we will argue that studying such multi-scale multi-science systems gives rise to inherently hybrid models containing many different algorithms best serviced by different types of computing environments (ranging from…

天体物理学 · 物理学 2007-05-23 A. G. Hoekstra , S. F. Portegies Zwart , M. Bubak , P. M. A. Sloot

The explosive increase in volume, velocity, variety, and veracity of data generated by distributed and heterogeneous nodes such as IoT and other devices, continuously challenge the state of art in big data processing platforms and mining…

分布式、并行与集群计算 · 计算机科学 2020-07-03 Nicolas Kourtellis , Herodotos Herodotou , Maciej Grzenda , Piotr Wawrzyniak , Albert Bifet