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Services hosted in multi-tenant cloud platforms often encounter performance interference due to contention for non-partitionable resources, which in turn causes unpredictable behavior and degradation in application performance. To grapple…

分布式、并行与集群计算 · 计算机科学 2019-04-15 Yogesh D. Barve , Shashank Shekhar , Ajay Dev Chhokra , Shweta Khare , Anirban Bhattacharjee , Zhuangwei Kang , Hongyang Sun , Aniruddha Gokhale

Cloud Service Providers deliver their products in form of 'as-a-Service', which are typically categorized by the level of abstraction. This approach hides the implementation details and shows only functionality to the user. However, the…

性能 · 计算机科学 2019-05-29 Roland Pellegrini , Igor Ivkic , Markus Tauber

Many scientific applications consist of large and computationally-intensive loops. Dynamic loop self-scheduling (DLS) techniques are used to parallelize and to balance the load during the execution of such applications. Load imbalance…

分布式、并行与集群计算 · 计算机科学 2019-12-05 Ali Mohammed , Florina M. Ciorba

This paper investigates a paradigm for offering artificial intelligence as a service (AI-aaS) on software-defined infrastructures (SDIs). The increasing complexity of networking and computing infrastructures is already driving the…

机器学习 · 计算机科学 2019-07-15 Saeedeh Parsaeefard , Iman Tabrizian , Alberto Leon-Garcia

This paper describes two tools that aim to support decision making during the migration of IT systems to the cloud. The first is a modeling tool that produces cost estimates of using public IaaS clouds. The tool enables IT architects to…

分布式、并行与集群计算 · 计算机科学 2016-11-15 Ali Khajeh-Hosseini , Ian Sommerville , Jurgen Bogaerts , Pradeep Teregowda

The increasing reliance on dynamic pricing models, such as spot instances, in public cloud environments presents new challenges for workload scheduling and reliability. While these models offer cost advantages, they introduce volatility and…

分布式、并行与集群计算 · 计算机科学 2025-11-25 Christoph Goldgruber , Benedikt Pittl , Erich Schikuta

Federated learning (FL) has emerged as an effective solution to decentralized and privacy-preserving machine learning for mobile clients. While traditional FL has demonstrated its superiority, it ignores the non-iid (independently…

机器学习 · 计算机科学 2021-10-25 Bingyan Liu , Yifeng Cai , Ziqi Zhang , Yuanchun Li , Leye Wang , Ding Li , Yao Guo , Xiangqun Chen

Real-Time systems are essential for promptly responding to external stimuli and completing tasks within predefined time constraints. Ensuring high reliability and robust security in these systems is therefore critical. This requires…

密码学与安全 · 计算机科学 2025-10-07 Eliron Rahimi , Kfir Girstein , Roman Malits , Avi Mendelson

Cloud infrastructure is managed through a mix of interfaces -- traditionally, cloud consoles, command-line interfaces (CLI), and SDKs are the tools of choice. Recently, Infrastructure-as-Code/IaC frameworks (e.g., Terraform) have quickly…

软件工程 · 计算机科学 2025-10-24 Zhenning Yang , Hui Guan , Victor Nicolet , Brandon Paulsen , Joey Dodds , Daniel Kroening , Ang Chen

The Internet of Things is transforming our society by monitoring users and infrastructures' behavior to enable new services that will improve life quality and resource management. These applications require a vast amount of localized…

分布式、并行与集群计算 · 计算机科学 2023-12-06 Román Cárdenas , Patricia Arroba , Roberto Blanco , Pedro Malagón , José L. Risco-Martín , José M. Moya

The presence of unhealthy nodes in cloud infrastructure signals the potential failure of machines, which can significantly impact the availability and reliability of cloud services, resulting in negative customer experiences. Effectively…

系统与控制 · 电气工程与系统科学 2024-10-24 Chaoyun Zhang , Randolph Yao , Si Qin , Ze Li , Shekhar Agrawal , Binit R. Mishra , Tri Tran , Minghua Ma , Qingwei Lin , Murali Chintalapati , Dongmei Zhang

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

分布式、并行与集群计算 · 计算机科学 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

This report has two objectives. First, we describe a set of the production distributed infrastructures currently available, so that the reader has a basic understanding of them. This includes explaining why each infrastructure was created…

分布式、并行与集群计算 · 计算机科学 2012-08-14 Daniel S. Katz , Shantenu Jha , Manish Parashar , Omer Rana , Jon Weissman

Serverless computing is a cloud computing paradigm that allows developers to focus exclusively on business logic as cloud service providers manage resource management tasks. Serverless applications follow this model, where the application…

分布式、并行与集群计算 · 计算机科学 2022-01-28 Anshul Jindal , Mohak Chadha , Shajulin Benedict , Michael Gerndt

Robotic cutting of soft materials is critical for applications such as food processing, household automation, and surgical manipulation. As in other areas of robotics, simulators can facilitate controller verification, policy learning, and…

机器人学 · 计算机科学 2022-03-22 Eric Heiden , Miles Macklin , Yashraj Narang , Dieter Fox , Animesh Garg , Fabio Ramos

Cloud Computing is an emerging area for accessing computing resources. In general, Cloud service providers offer services that can be clustered into three categories: SaaS, PaaS and IaaS. This paper discusses the Cloud workload analysis.…

分布式、并行与集群计算 · 计算机科学 2014-02-14 Sukhpal Singh , Inderveer Chana

Fog computing can support IoT services with fast response time and low bandwidth usage by moving computation from the cloud to edge devices. However, existing fog computing frameworks have limited flexibility to support dynamic service…

分布式、并行与集群计算 · 计算机科学 2019-07-22 Bin Cheng , Jonathan Fürst , Gurkan Solmaz , Takuya Sanada

The cloud-enabled Internet of controlled things (IoCT) envisions a network of sensors, controllers, and actuators connected through a local cloud in order to intelligently control physical devices. Because cloud services are vulnerable to…

密码学与安全 · 计算机科学 2018-11-16 Jeffrey Pawlick , Juntao Chen , Quanyan Zhu

AI's growing compute demand and new datacenter buildouts present major capacity and reliability challenges for the electricity grid, leading to multi-year interconnection delays for new datacenters and bottlenecking AI growth. To ease this…

机器学习 · 计算机科学 2026-05-08 Jae-Won Chung , Zhirui Liang , Yanyong Mao , Jiasi Chen , Mosharaf Chowdhury , Vladimir Dvorkin

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
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