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Caches are an important component of modern computing systems given their significant impact on performance. In particular, caches play a key role in the cloud due to the nature of large-scale, data-intensive processing. One of the key…

分布式、并行与集群计算 · 计算机科学 2019-02-05 Jinhwan Choi , Yu Gu , Jinoh Kim

With the ever-growing need of data in HPC applications, the congestion at the I/O level becomes critical in super-computers. Architectural enhancement such as burst-buffers and pre-fetching are added to machines, but are not sufficient to…

分布式、并行与集群计算 · 计算机科学 2017-02-23 Guillaume Aupy , Ana Gainaru , Valentin Le Fèvre

Recent breakthroughs in generative artificial intelligence have triggered a surge in demand for machine learning training, which poses significant cost burdens and environmental challenges due to its substantial energy consumption.…

人工智能 · 计算机科学 2023-04-18 Siyue Zhang , Minrui Xu , Wei Yang Bryan Lim , Dusit Niyato

Automatic resource scaling is one advantage of Cloud systems. Cloud systems are able to scale the number of physical machines depending on user requests. Therefore, accurate request prediction brings a great improvement in Cloud systems'…

分布式、并行与集群计算 · 计算机科学 2015-07-10 Min Sang Yoon , Ahmed E. Kamal , Zhengyuan Zhu

Cloud-based computing infrastructure provides an efficient means to support real-time processing workloads, e.g., virtualized base station processing, and collaborative video conferencing. This paper addresses resource allocation for a…

网络与互联网体系结构 · 计算机科学 2016-03-08 Yuhuan Du , Gustavo de Veciana

In big data systems, the infrastructure is such that large amounts of data are hosted away from the users. In such a system information security is considered as a major challenge. From a customer perspective, one of the big risks in…

密码学与安全 · 计算机科学 2016-12-07 Santosh Aditham , Nagarajan Ranganathan

Public infrastructure-as-a-service clouds, such as Amazon EC2, Google Compute Engine (GCE) and Microsoft Azure allow clients to run virtual machines (VMs) on shared physical infrastructure. This practice of multi-tenancy brings economies of…

密码学与安全 · 计算机科学 2015-07-14 Venkatanathan Varadarajan , Yinqian Zhang , Thomas Ristenpart , Michael Swift

Real-time and cyber-physical systems need to interact with and respond to their physical environment in a predictable time. While multicore platforms provide incredible computational power and throughput, they also introduce new sources of…

分布式、并行与集群计算 · 计算机科学 2021-06-29 Ayoosh Bansal , Jayati Singh , Yifan Hao , Jen-Yang Wen , Renato Mancuso , Marco Caccamo

This paper proposes an architectural framework for the efficient orchestration of containers in cloud environments. It centres around resource scheduling and rescheduling policies as well as autoscaling algorithms that enable the creation…

分布式、并行与集群计算 · 计算机科学 2018-12-26 Rajkumar Buyya , Maria A. Rodriguez , Adel Nadjaran Toosi , Jaeman Park

In modern computer systems, jobs are divided into short tasks and executed in parallel. Empirical observations in practical systems suggest that the task service times are highly random and the job service time is bottlenecked by the…

性能 · 计算机科学 2017-02-08 Yin Sun , C. Emre Koksal , Ness B. Shroff

Distributed applications employ Kubernetes for scalable, fault-tolerant deployments over computer clusters, where application components run in groups of containers called pods. The scheduler, at the heart of Kubernetes' architecture,…

分布式、并行与集群计算 · 计算机科学 2025-11-12 Henrik Daniel Christensen , Saverio Giallorenzo , Jacopo Mauro

In P2P systems, large volumes of data are declustered naturally across a large number of peers. But it is very difficult to control the initial data distribution because every user has the freedom to share any data with other users. The…

网络与互联网体系结构 · 计算机科学 2010-09-24 S. Ayyasamy , S. N. Sivanandam

Cloud resource management is often modeled by two-dimensional bin packing with a set of items that correspond to tasks having fixed CPU and memory requirements. However, applications running in clouds are much more flexible: modern…

分布式、并行与集群计算 · 计算机科学 2022-11-01 Bartłomiej Przybylski , Paweł Żuk , Krzysztof Rzadca

Cloud has been a computational and storage solution for many data centric organizations. The problem today those organizations are facing from the cloud is in data searching in an efficient manner. A framework is required to distribute the…

分布式、并行与集群计算 · 计算机科学 2014-03-24 Gita Shah , Annappa , K. C. Shet

Distributed systems store data objects redundantly to balance the data access load over multiple nodes. Load balancing performance depends mainly on 1) the level of storage redundancy and 2) the assignment of data objects to storage nodes.…

分布式、并行与集群计算 · 计算机科学 2023-12-19 Mehmet Aktas , Emina Soljanin

In recent decades, due to the emerging requirements of computation acceleration, cloud FPGAs have become popular in public clouds. Major cloud service providers, e.g. AWS and Microsoft Azure have provided FPGA computing resources in their…

密码学与安全 · 计算机科学 2024-02-01 Chongzhou Fang , Ning Miao , Han Wang , Jiacheng Zhou , Tyler Sheaves , John M. Emmert , Avesta Sasan , Houman Homayoun

Task graphs provide a simple way to describe scientific workflows (sets of tasks with dependencies) that can be executed on both HPC clusters and in the cloud. An important aspect of executing such graphs is the used scheduling algorithm.…

分布式、并行与集群计算 · 计算机科学 2022-04-18 Jakub Beránek , Stanislav Böhm , Vojtěch Cima

Many cloud applications are migrated from the monolithic model to a microservices framework in which hundreds of loosely-coupled microservices run concurrently, with significant benefits in terms of scalability, rapid development,…

分布式、并行与集群计算 · 计算机科学 2023-04-18 Quintin Fettes , Avinash Karanth , Razvan Bunescu , Brandon Beckwith , Sreenivas Subramoney

Applications in science and engineering often require huge computational resources for solving problems within a reasonable time frame. Parallel supercomputers provide the computational infrastructure for solving such problems. A…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Rajesh Sudarsan , Calvin J. Ribbens

A current trend in networking and cloud computing is to provide compute resources over widely dispersed places exemplified by initiatives like Network Function Virtualisation. This paves the way for a widespread service deployment and can…

网络与互联网体系结构 · 计算机科学 2016-05-31 Matthias Keller , Holger Karl