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The public cloud offers a myriad of services which allows its tenants to process large scale big data in a flexible, easy and cost effective manner. Tenants generally use large scale data processing frameworks such as MapReduce, Tez, Spark…

分布式、并行与集群计算 · 计算机科学 2020-09-14 Aakash Sharma , Saravanan Dhakshinamurthy , George Kesidis , Chita R. Das

Virtualization technology has provided many benefits to organizations, but it cannot provide automation. This causes operational expenditure (OpEx) inefficiencies, which are solved by cloud computing (vCloud Director vApps). Organizations…

分布式、并行与集群计算 · 计算机科学 2014-04-09 Dr. Timur Mirzoev , Ramon Alvarez

Public cloud computing environments, such as Amazon AWS, Microsoft Azure, and the Google Cloud Platform, have achieved remarkable improvements in computational performance in recent years, and are also expected to be able to perform…

分布式、并行与集群计算 · 计算机科学 2020-06-17 Masahito Ohue , Kento Aoyama , Yutaka Akiyama

Recent development in lightweight OS-level virtualization, containers, provides a potential solution for running HPC applications on the cloud platform. In this work, we focus on the impact of different layers in a containerized environment…

分布式、并行与集群计算 · 计算机科学 2024-06-18 Daniel Medeiros , Gabin Schieffer , Jacob Wahlgren , Ivy Peng

New HPC machines are getting close to the exascale. Power consumption for those machines has been increasing, and researchers are studying ways to reduce it. A second trend is HPC machines' growing complexity, with increasing heterogeneous…

分布式、并行与集群计算 · 计算机科学 2021-06-24 Marco D'Amico , Julita Corbalan

In recent years, as more enterprises have moved their infrastructure to the cloud, significant challenges have emerged in achieving holistic cloud spend visibility and cost optimization. FinOps practices provide a way for enterprises to…

分布式、并行与集群计算 · 计算机科学 2025-01-28 Saurabh Deochake

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

Scalability is an important characteristic of cloud computing. With scalability, cost is minimized by provisioning and releasing resources according to demand. Most of current Infrastructure as a Service (IaaS) providers deliver…

分布式、并行与集群计算 · 计算机科学 2017-01-13 Ashraf A. Shahin

We propose a novel job scheduling approach for homogeneous cluster computing platforms. Its key feature is the use of virtual machine technology to share fractional node resources in a precise and controlled manner. Other VM-based…

分布式、并行与集群计算 · 计算机科学 2011-06-27 Henri Casanova , Mark Stillwell , Frédéric Vivien

How can applications be deployed on the cloud to achieve maximum performance? This question has become significant and challenging with the availability of a wide variety of Virtual Machines (VMs) with different performance capabilities in…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Blesson Varghese , Ozgur Akgun , Ian Miguel , Long Thai , Adam Barker

Cloud Service Providers (CSPs) adapt different pricing models for their offered services. Some of the models are suitable for short term requirement while others may be suitable for the Cloud Service User's (CSU) long term requirement. In…

分布式、并行与集群计算 · 计算机科学 2014-03-12 Sunirmal Khatua , Preetam K. Sur , Rajib K. Das , Nandini Mukherjee

Algorithms, policies, and methodologies are necessary to achieve high user satisfaction and practical utilization in cloud computing by ensuring the efficient and fair allocation of every computing resource. Whenever a new job arrives in…

分布式、并行与集群计算 · 计算机科学 2015-03-12 Mohammed Radi

The Cloud infrastructure offers to end users a broad set of heterogenous computational resources using the pay-as-you-go model. These virtualized resources can be provisioned using different pricing models like the unreliable model where…

分布式、并行与集群计算 · 计算机科学 2020-09-23 Panagiotis Oikonomou , Kostas Kolomvatsos , Nikos Tziritas , Georgios Theodoropoulos , Thanasis Loukopoulos , Georgios Stamoulis

High-performance computing (HPC) centers consume substantial power, incurring environmental and operational costs. This review assesses how artificial intelligence (AI), including machine learning (ML) and optimization, improves the…

分布式、并行与集群计算 · 计算机科学 2026-02-03 Pierrick Pochelu , Hyacinthe Cartiaux , Julien Schleich

Cloud resource allocation has emerged as a major challenge in modern computing environments, with organizations struggling to manage complex, dynamic workloads while optimizing performance and cost efficiency. Traditional heuristic…

分布式、并行与集群计算 · 计算机科学 2025-11-18 Deep Bodra , Sushil Khairnar

In Function as a Service (FaaS), a serverless computing variant, customers deploy functions instead of complete virtual machines or Linux containers. It is the cloud provider who maintains the runtime environment for these functions. FaaS…

分布式、并行与集群计算 · 计算机科学 2022-06-16 Bartłomiej Przybylski , Paweł Żuk , Krzysztof Rzadca

Recent technology advancements in the areas of compute, storage and networking, along with the increased demand for organizations to cut costs while remaining responsive to increasing service demands have led to the growth in the adoption…

分布式、并行与集群计算 · 计算机科学 2017-07-31 Frederick Nwanganga , Mandana Saebi , Gregory Madey , Nitesh Chawla

Scheduling Bag-of-Tasks (BoT) applications on the cloud can be more challenging than grid and cluster environ- ments. This is because a user may have a budgetary constraint or a deadline for executing the BoT application in order to keep…

分布式、并行与集群计算 · 计算机科学 2016-11-15 Long Thai , Blesson Varghese , Adam Barker

In Mobile Cloud Computing (MCC), Virtual Machine (VM) migration based process offloading is a dominant approach to enhance Smart Mobile Devices (SMDs). A challenging aspect of VM deployment is the additional computing resources usage in the…

分布式、并行与集群计算 · 计算机科学 2012-12-03 Muhammad Shiraz , Saeid Abolfazli , Zohreh Sanaei , Abdullah Gani

Cloud computing allow the users to efficiently and dynamically provision computing resource to meet their IT needs. Cloud Provider offers two subscription plan to the customer namely reservation and on-demand. The reservation plan is…

分布式、并行与集群计算 · 计算机科学 2014-02-12 M. Uthaya Banu , K. Saravanan