Planning mobile cloud infrastructures using stochastic petri nets and graphic processing units

Francisco Airton Silva, Matheus Rodrigues, Paulo Maciel, Sokol Kosta, Alessandro Mei

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

18 Citations (Scopus)

Abstract

Mobile Cloud Computing (MCC) combines mobile computing and cloud computing aiming to aid performance of mobile devices. The idea is simple: thin devices offload heavy methods to resource-rich servers in the clouds. We believe that in the near future MCC will adopt more advanced offloading techniques. In particular, in this paper we envision a scenario where offloading frameworks will have to deal with GPU code offloading. Amazon already offers instances with Graphics Processing Units (GPU), which can be used for this purpose. We propose and implement MCC-Adviser, a simulation tool that can predict the performance of GPUs with different number of cores using Stochastic Petri Nets. We tested MCC-Adviser in a case study with one of the expensive Amazon GPU instances. The simulations showed that it is possible to minimize costs, while satisfying user's quality of service requirements, by utilizing less powerful instances.

Original languageEnglish
Title of host publicationProceedings - IEEE 7th International Conference on Cloud Computing Technology and Science, CloudCom 2015
Number of pages4
PublisherIEEE
Publication date1 Feb 2016
Pages471-474
Article number7396196
ISBN (Print)9781467395601
DOIs
Publication statusPublished - 1 Feb 2016
Externally publishedYes
Event7th IEEE International Conference on Cloud Computing Technology and Science, CloudCom 2015 - Vancouver, Canada
Duration: 30 Nov 20153 Dec 2015

Conference

Conference7th IEEE International Conference on Cloud Computing Technology and Science, CloudCom 2015
Country/TerritoryCanada
CityVancouver
Period30/11/201503/12/2015
SponsorCloud Computing Association, et al., IEEE Cloud Computing, IEEE Computer Society, IEEE Technical Committee on Scalable Computing (TCSC), IEEE Vancouver Section

Keywords

  • Graphic Processing Unit
  • Mobile Cloud Computing
  • Stochastic Petri Nets

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