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Cloud elasticity - the ability to use as much resources as needed at any given time - and low cost - a user pays only for the resources it consumes - represent solid incentives for many organizations to migrate some of their computational…

分布式、并行与集群计算 · 计算机科学 2013-07-15 Ashkan Paya , Dan C. Marinescu

Cloud workloads today are typically managed in a distributed environment and processed across geographically distributed data centers. Cloud service providers have been distributing data centers globally to reduce operating costs while also…

分布式、并行与集群计算 · 计算机科学 2022-05-18 Ninad Hogade , Sudeep Pasricha

Database platform-as-a-service (dbPaaS) is developing rapidly and a large number of databases have been migrated to run on the Clouds for the low cost and flexibility. Emerging Clouds rely on the tenants to provide the resource…

分布式、并行与集群计算 · 计算机科学 2019-12-30 Ningxin Zheng , Quan Chen , Yong Yang , Wei Zhang , Jin Li , Wenli Zheng , Minyi Guo

Cloud computing offers on-demand resource access, regulated by Service-Level Agreements (SLAs) between consumers and Cloud Service Providers (CSPs). SLA violations can impact efficiency and CSP profitability. In this work, we propose an…

机器学习 · 计算机科学 2025-07-30 Siana Rizwan , Tasnim Ahmed , Salimur Choudhury

With the increasing growth of information through smart devices, increasing the quality level of human life requires various computational paradigms presentation including the Internet of Things, fog, and cloud. Between these three…

Spatial architecture is a high-performance architecture that uses control flow graphs and data flow graphs as the computational model and producer/consumer models as the execution models. However, existing spatial architectures suffer from…

硬件体系结构 · 计算机科学 2023-09-20 Jinyi Deng , Xinru Tang , Jiahao Zhang , Yuxuan Li , Linyun Zhang , Boxiao Han , Hongjun He , Fengbin Tu , Leibo Liu , Shaojun Wei , Yang Hu , Shouyi Yin

The edge-cloud system has the potential to combine the advantages of heterogeneous devices and truly realize ubiquitous computing. However, for service providers to guarantee the Service-Level-Agreement (SLA) priorities, the complex…

网络与互联网体系结构 · 计算机科学 2022-03-22 Yuanming Ren , Shihao Shen , Yanli Ju , Xiaofei Wang , Wenyu Wang , Victor C. M. Leung

Big data processing applications are becoming more and more complex. They are no more monolithic in nature but instead they are composed of decoupled analytical processes in the form of a workflow. One type of such workflow applications is…

分布式、并行与集群计算 · 计算机科学 2019-12-19 Mutaz Barika , Saurabh Garg , Andrew Chan , Rodrigo N. Calheiros

Cloud services have been used very widely, but configuration of the parameters, including the efficient allocation of resources, is an important objective for the system architect. The article is devoted to solving the problem of choosing…

分布式、并行与集群计算 · 计算机科学 2016-12-06 Evgeny Nikulchev , Evgeniy Pluzhnik , Oleg Lukyanchikov , Dmitry Biryukov , Elena Andrianova

Old cloud edge workload resource management is too reactive. The problem with relying on static thresholds is that we are either overspending for more resources than needed or have reduced performance because of their lack. This is why we…

人工智能 · 计算机科学 2025-11-21 Hrikshesh Kumar , Anika Garg , Anshul Gupta , Yashika Agarwal

With the rapid integration of Machine Learning (ML) in business applications and processes, it is crucial to ensure the quality, reliability and reproducibility of such systems. We suggest a methodical approach towards ML system quality…

机器学习 · 计算机科学 2025-02-26 Angelantonio Castelli , Georgios Christos Chouliaras , Dmitri Goldenberg

Managing quality (such as service availability or process adherence) during the development, operation, and maintenance of software(-intensive) systems and services is a challenging task. Although many organizations need to define, control,…

软件工程 · 计算机科学 2014-03-24 Michael Kläs , Jens Heidrich , Jürgen Münch , Adam Trendowicz

An increasing number of Analytics-as-a-Service solutions has recently seen the light, in the landscape of cloud-based services. These services allow flexible composition of compute and storage components, that create powerful data ingestion…

分布式、并行与集群计算 · 计算机科学 2017-03-16 Francesco Pace , Marco Milanesio , Daniele Venzano , Damiano Carra , Pietro Michiardi

We consider how underused computing resources within an enterprise may be harnessed to improve utilization and create an elastic computing infrastructure. Most current cloud provision involves a data center model, in which clusters of…

分布式、并行与集群计算 · 计算机科学 2016-09-08 Graham Kirby , Alan Dearle , Angus Macdonald , Alvaro Fernandes

Selecting optimal resources for submitting jobs on a computational Grid or accessing data from a data grid is one of the most important tasks of any Grid middleware. Most modern Grid software today satisfies this responsibility and gives a…

Reliability, security and stability of cloud services without sacrificing too much resources have become a desired feature in the area of workload management in clouds. The paper proposes and evaluates a lightweight framework for scheduling…

分布式、并行与集群计算 · 计算机科学 2017-05-09 Muhammed Abdulazeez , Pawel Garncarek , Dariusz R. Kowalski , Prudence W. H. Wong

Heterogeneous computing systems provide high performance and energy efficiency. However, to optimally utilize such systems, solutions that distribute the work across host CPUs and accelerating devices are needed. In this paper, we present a…

软件工程 · 计算机科学 2021-06-04 Suejb Memeti , Sabri Pllana

Microsoft Azure is dedicated to guarantee high quality of service to its customers, in particular, during periods of high customer activity, while controlling cost. We employ a Data Science (DS) driven solution to predict user load and…

Cloud computing is becoming an increasingly lucrative branch of the existing information and communication technologies (ICT). Enabling a debate about cloud usage scenarios can help with attracting new customers, sharing best-practices, and…

分布式、并行与集群计算 · 计算机科学 2014-10-07 Aleksandar Milenkoski , Alexandru Iosup , Samuel Kounev , Kai Sachs , Piotr Rygielski , Jason Ding , Walfredo Cirne , Florian Rosenberg

We propose a simple yet effective policy for the predictive auto-scaling of horizontally scalable applications running in cloud environments, where compute resources can only be added with a delay, and where the deployment throughput is…

分布式、并行与集群计算 · 计算机科学 2020-08-05 Valentin Flunkert , Quentin Rebjock , Joel Castellon , Laurent Callot , Tim Januschowski