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We propose a novel framework to select IaaS providers according to a consumer's long-term performance requirements. The proposed framework leverages free short-term trials to discover the unknown QoS performance of IaaS providers. We design…

分布式、并行与集群计算 · 计算机科学 2020-11-03 Sheik Mohammad Mostakim Fattah , Athman Bouguettaya , Sajib Mistry

The rapid growth of data generated from Internet of Things (IoTs) such as smart phones and smart home devices presents new challenges to cloud computing in transferring, storing, and processing the data. With increasingly more powerful edge…

分布式、并行与集群计算 · 计算机科学 2026-02-17 Runyu Jin , Qirui Yang

Elasticity is one of key features of cloud computing. Elasticity allows Software as a Service (SaaS) applications' provider to reduce cost of running applications. In large SaaS applications that are developed using service-oriented…

分布式、并行与集群计算 · 计算机科学 2017-02-07 Ashraf A. Shahin

The landscape of traditional industrial manufacturing is undergoing a pivotal shift from resource-intensive production and long supply chains to more sustainable and regionally focused economies. In this evolving scenario, the move towards…

其他计算机科学 · 计算机科学 2024-03-29 Igor Ivkić , Tobias Buhmann , Burkhard List , Clemens Gnauer

Dynamic resource management has become an active area of research in the Cloud Computing paradigm. Cost of resources varies significantly depending on configuration for using them. Hence efficient management of resources is of prime…

网络与互联网体系结构 · 计算机科学 2012-10-03 Paulo Gonçalves , Shubhabrata Roy , Thomas Begin , Patrick Loiseau

Running microbenchmark suites often and early in the development process enables developers to identify performance issues in their application. Microbenchmark suites of complex applications can comprise hundreds of individual benchmarks…

分布式、并行与集群计算 · 计算机科学 2024-07-30 Trever Schirmer , Tobias Pfandzelter , David Bermbach

In a continuous deployment setting, Function-as-a-Service (FaaS) applications frequently receive updated releases, each of which can cause a performance regression. While continuous benchmarking, i.e., comparing benchmark results of the…

分布式、并行与集群计算 · 计算机科学 2024-08-20 Tim C. Rese , Nils Japke , Sebastian Koch , Tobias Pfandzelter , David Bermbach

The availability of public computing resources in the cloud has revolutionized data analysis, but requesting cloud resources often involves complex decisions for consumers. Under the current pricing mechanisms, cloud service providers offer…

数据库 · 计算机科学 2017-06-20 Yue Wang , Alexandra Meliou , Gerome Miklau

Cloud computing is a paradigm that has the potential to transform and revolutionalize the next generation IT industry by making software available to end-users as a service. A cloud, also commonly known as a cloud network, typically…

网络与互联网体系结构 · 计算机科学 2016-11-25 Ranjan Pal , Pan Hui

Cloud computing has revolutionized the way organizations manage their IT infrastructure, but it has also introduced new challenges, such as managing cloud costs. The rapid adoption of artificial intelligence (AI) and machine learning (ML)…

分布式、并行与集群计算 · 计算机科学 2026-01-28 Saurabh Deochake

A fundamental challenge in large-scale cloud networks and data centers is to achieve highly efficient server utilization and limit energy consumption, while providing excellent user-perceived performance in the presence of uncertain and…

Over the past ten years, many different approaches have been proposed for different aspects of the problem of resources management for long running, dynamic and diverse workloads such as processing query streams or distributed deep…

性能 · 计算机科学 2023-08-24 Nader Alfares , George Kesidis , Ata Fatahi Baarzi , Aman Jain

We consider an auto-scaling technique in a cloud system where virtual machines hosted on a physical node are turned on and off depending on the queue's occupation (or thresholds), in order to minimise a global cost integrating both energy…

最优化与控制 · 数学 2021-07-26 Thomas Tournaire , Hind Castel-Taleb , Emmanuel Hyon

This paper considers the problem of service placement and task scheduling on a three-tiered edge-to-cloud platform when user requests must be met by a certain deadline. Time-sensitive applications (e.g., augmented reality, gaming, real-time…

网络与互联网体系结构 · 计算机科学 2019-08-15 Matthew Turner , Hana Khamfroush

Continuous edge inference necessitates not merely low per-timeslot latency, but sustained timeliness guarantees in the presence of time-varying channels, fluctuating edge workloads, and coupled bandwidth-computing resource constraints.…

网络与互联网体系结构 · 计算机科学 2026-05-05 Houyi Qi , Minghui Liwang , Sai Zou , Wei Ni

Many cloud service providers (CSPs) provide on-demand service at a price with a small delay. We propose a QoS-differentiated model where multiple SLAs deliver both on-demand service for latency-critical users and delayed services for…

性能 · 计算机科学 2020-07-31 Xiaohu Wu , Francesco De Pellegrini , Giuliano Casale

Cloud containers represent a new, light-weight alternative to virtual machines in cloud computing. A user job may be described by a container graph that specifies the resource profile of each container and container dependence relations.…

计算机科学与博弈论 · 计算机科学 2018-01-19 Lin Ma , Ruiting Zhou , Zongpeng Li

A cloud service provider strives to provide a high Quality of Service (QoS) to client jobs. Such jobs vary in computational and Service-Level-Agreement (SLA) obligations, as well as differ with respect to tolerating delays and SLA…

性能 · 计算机科学 2021-11-08 Husam Suleiman , Otman Basir

We consider a general queueing system with price-sensitive customers in which the service provider seeks to balance two objectives, maximizing the average revenue rate and minimizing the average queue length. Customers arrive according to a…

数据结构与算法 · 计算机科学 2025-12-09 Jacob Bergquist , Adam N. Elmachtoub

Many large enterprises that operate highly governed and complex ICT environments have no efficient and effective way to support their Data and AI teams in rapidly spinning up and tearing down self-service data and compute infrastructure, to…

分布式、并行与集群计算 · 计算机科学 2025-06-03 Chinkit Patel , Kee Siong Ng