Incentive-Compatible Online Mechanisms for Resource Provisioning and Allocation in Clouds

Lena Mashayekhy, Mahyar Movahed Nejad, Daniel Grosu, A. Vasilakos
{"title":"Incentive-Compatible Online Mechanisms for Resource Provisioning and Allocation in Clouds","authors":"Lena Mashayekhy, Mahyar Movahed Nejad, Daniel Grosu, A. Vasilakos","doi":"10.1109/CLOUD.2014.50","DOIUrl":null,"url":null,"abstract":"Cloud providers provision their various resources such as CPUs, memory, and storage in the form of Virtual Machine (VM) instances which are then allocated to the users. We design online mechanisms for VM provisioning and allocation in clouds that consider several types of available resources. Our proposed online mechanisms make no assumptions about future demand of VMs, which is the case in real cloud settings. The proposed mechanisms are invoked as soon as a user places a request or some of the allocated resources are released and become available. The mechanisms allocate VM instances to selected users for the period they are requested for, and ensure that the users will continue using their VM instances for the entire requested period. In addition, the mechanisms determine the payment the users have to pay for using the allocated resources. We prove that the mechanisms are incentive-compatible, that is, they give incentives to the users to reveal their true valuations for their requested bundles of VM instances. We investigate the performance of our proposed mechanisms through extensive experiments.","PeriodicalId":288542,"journal":{"name":"2014 IEEE 7th International Conference on Cloud Computing","volume":"40 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"41","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 IEEE 7th International Conference on Cloud Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CLOUD.2014.50","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 41

Abstract

Cloud providers provision their various resources such as CPUs, memory, and storage in the form of Virtual Machine (VM) instances which are then allocated to the users. We design online mechanisms for VM provisioning and allocation in clouds that consider several types of available resources. Our proposed online mechanisms make no assumptions about future demand of VMs, which is the case in real cloud settings. The proposed mechanisms are invoked as soon as a user places a request or some of the allocated resources are released and become available. The mechanisms allocate VM instances to selected users for the period they are requested for, and ensure that the users will continue using their VM instances for the entire requested period. In addition, the mechanisms determine the payment the users have to pay for using the allocated resources. We prove that the mechanisms are incentive-compatible, that is, they give incentives to the users to reveal their true valuations for their requested bundles of VM instances. We investigate the performance of our proposed mechanisms through extensive experiments.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
云中资源供应和分配的激励兼容在线机制
云提供商以虚拟机(VM)实例的形式提供各种资源,如cpu、内存和存储,然后将其分配给用户。我们为云中的虚拟机提供和分配设计了在线机制,考虑了几种类型的可用资源。我们提出的在线机制没有对虚拟机的未来需求做任何假设,这是实际云环境中的情况。一旦用户发出请求或某些已分配的资源被释放并变得可用,就会调用提议的机制。该机制将虚拟机实例分配给所选用户,并确保用户在整个请求周期内继续使用其虚拟机实例。此外,这些机制还决定了用户为使用分配的资源而必须支付的费用。我们证明了这些机制是激励兼容的,也就是说,它们激励用户揭示他们对所请求的VM实例包的真实估值。我们通过广泛的实验来研究我们提出的机制的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
User-Friendly Visualization of Cloud Quality Energy and Performance-Aware Task Scheduling in a Mobile Cloud Computing Environment MediaPaaS: A Cloud-Based Media Processing Platform for Elastic Live Broadcasting AppCloak: Rapid Migration of Legacy Applications into Cloud Introducing SSDs to the Hadoop MapReduce Framework
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1