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The emergence of cloud computing has made dynamic provisioning of elastic capacity to applications on-demand. Cloud data centers contain thousands of physical servers hosting orders of magnitude more virtual machines that can be allocated…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Rajkumar Buyya , Kotagiri Ramamohanarao , Chris Leckie , Rodrigo N. Calheiros , Amir Vahid Dastjerdi , Steve Versteeg

The last years have seen a steep rise in data generation worldwide, with the development and widespread adoption of several software projects targeting the Big Data paradigm. Many companies currently engage in Big Data analytics as part of…

分布式、并行与集群计算 · 计算机科学 2016-05-25 Michele Ciavotta , Eugenio Gianniti , Danilo Ardagna

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

Recent efforts to design and develop Cloud technologies focus on defining novel methods, policies and mechanisms for efficiently managing Cloud infrastructures. One key challenge potential Cloud customers have before renting resources is to…

分布式、并行与集群计算 · 计算机科学 2014-02-11 Dr. Rahul Malhotra , Prince Jain

Smart-city services are typically developed as closed systems within each city's vertical, communicating and interacting with cloud services while remaining isolated within each provider's domain. With the emergence of 5G private domains…

分布式、并行与集群计算 · 计算机科学 2025-05-13 Rodrigo Rosmaninho , Duarte Raposo , Pedro Rito , Susana Sargento

Nowadays cloud computing adoption as a form of hosted application and services is widespread due to decreasing costs of hardware, software, and maintenance. Cloud enables access to a shared pool of virtual resources hosted in large…

分布式、并行与集群计算 · 计算机科学 2021-07-14 Niloofar Gholipour , Ehsan Arianyan , Rajkumar Buyya

This paper addresses the challenges of rapid resource variation and highly uncertain task loads in cloud computing environments. It proposes an optimization method for elastic cloud resource scaling based on a multi-agent system. The method…

分布式、并行与集群计算 · 计算机科学 2025-07-02 Bruce Fang , Danyi Gao

High intensive computation applications can usually take days to months to finish an execution. During this time, it is common to have variations of the available resources when considering that such hardware is usually shared among a…

分布式、并行与集群计算 · 计算机科学 2015-01-27 Kiran Mantripragada , Alecio Binotto , Leonardo P. Tizzei

When deploying machine learning (ML) applications, the automated allocation of computing resources-commonly referred to as autoscaling-is crucial for maintaining a consistent inference time under fluctuating workloads. The objective is to…

分布式、并行与集群计算 · 计算机科学 2024-02-27 Christian Schroeder , Rene Boehm , Alexander Lampe

Optimal resource utilization for executing tasks within the cloud is one of the biggest challenges. In executing the task over a cloud, the resource provisioner is responsible for providing the resources to create virtual machines. To…

分布式、并行与集群计算 · 计算机科学 2012-07-12 Gaurav Raj , Ankit Nischal

In cloud computing resource management plays a significant role in data centres and it is directly dependent on the application workload. Various services such as Infrastructure as a Service (IaaS), Platform as a Service (PaaS), and…

分布式、并行与集群计算 · 计算机科学 2022-07-26 Smruti Rekha Swain , Ashutosh Kumar Singh , Chung Nan Lee

Under several emerging application scenarios, such as in smart cities, operational monitoring of large infrastructure, wearable assistance, and Internet of Things, continuous data streams must be processed under very short delays. Several…

分布式、并行与集群计算 · 计算机科学 2017-12-05 Marcos Dias de Assuncao , Alexandre da Silva Veith , Rajkumar Buyya

Infrastructure as a Service (IaaS) Cloud services allow users to deploy distributed applications in a virtualized environment without having to customize their applications to a specific Platform as a Service (PaaS) stack. It is common…

软件工程 · 计算机科学 2018-01-30 Christian Stier , Jörg Domaschka , Anne Koziolek , Sebastian Krach , Jakub Krzywda , Ralf Reussner

In order for a robot to perform a task, several algorithms need to be executed, sometimes, simultaneously. Algorithms can be run either on the robot itself or, upon request, be performed on cloud infrastructure. The term cloud…

机器人学 · 计算机科学 2022-02-09 Saeid Alirezazadeh , Luís A. Alexandre

Modern cloud-native applications increasingly utilise managed cloud services and containerisation technologies, such as Kubernetes, to achieve rapid time-to-market and scalable deployments. Organisations must consider various factors,…

分布式、并行与集群计算 · 计算机科学 2025-04-16 Rodrigo Mompo Redoli , Amjad Ullah

With the increasing and elastic demand for cloud resources, finding an optimal task scheduling mechanism become a challenge for cloud service providers. Due to the time-varying nature of resource demands in length and processing over time…

分布式、并行与集群计算 · 计算机科学 2020-04-14 Seyedakbar Mostafavi , Vesal Hakami

Managing cloud services is a fundamental challenge in todays virtualized environments. These challenges equally face both providers and consumers of cloud services. The issue becomes even more challenging in virtualized environments that…

分布式、并行与集群计算 · 计算机科学 2010-08-31 Kamal A. Ahmat , Hassan Gobjuka

With the emergence of new methodologies and technologies it has now become possible to manage large amounts of environmental sensing data and apply new integrated computing models to acquire information intelligence. This paper advocates…

分布式、并行与集群计算 · 计算机科学 2012-02-27 Zaheer Khan , David Ludlow , Richard McClatchey , Ashiq Anjum

Cloud computing is a model for enabling convenient, on-demand network access to a shared pool of configurable computing resources. To provide cloud computing services economically, it is important to optimize resource allocation under the…

分布式、并行与集群计算 · 计算机科学 2011-10-11 Shin-ichi Kuribayashi

Trends such as cloud computing raise issues regarding stable and uniform quality assurance and validation of software requirements. Current QA frameworks are poorly defined, often not automated, and lack the flexibility needed for…

软件工程 · 计算机科学 2025-02-20 Mohammed Alharbi , RJ Qureshi
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