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Mobile cloud face recognition based on smart cloud ranking

机译:基于智能云排名的移动云人脸识别

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摘要

A new trend has been explored to tackle the limited resources of mobile devices: mobile cloud computing. However, there is a difficulty in deciding-at runtime-the more appropriate target resources where to run offloaded mobile device tasks. This study presents SmartRank, a scheduling approach to perform load partitioning and offloading for mobile applications using cloud computing to increase performance in terms of response time. We have applied the approach to a face recognition process based on cloudlet federation and resource ranking through balanced metrics. Besides, the tool was evaluated by two ways. First, by using system modeling (continuous-time Markov chain). Second, by using a full factorial experimental design to calibrate the SmartRank with the most suitable partitioning decision. Nevertheless, SmartRank uses an equation that is extensible to include new parameters and make it applicable to other scenarios.
机译:已经探索出一种新的趋势来应对移动设备的有限资源:移动云计算。但是,难以在运行时确定更合适的目标资源在何处运行卸载的移动设备任务。这项研究提出了SmartRank,这是一种调度方法,可以使用云计算为移动应用程序执行负载分配和卸载,以提高响应时间。我们已将该方法应用于基于cloudlet联合和通过平衡指标进行资源排名的人脸识别过程。此外,该工具还通过两种方式进行了评估。首先,通过使用系统建模(连续时间马尔可夫链)。其次,通过使用完整的阶乘实验设计,以最合适的分区决策来校准SmartRank。尽管如此,SmartRank使用的方程式可扩展为包括新参数,并使其适用于其他场景。

著录项

  • 来源
    《Computing》 |2017年第3期|287-311|共25页
  • 作者单位

    Univ Fed Pernambuco, Informat Ctr, Rd Jorn Anibal Fernandes,Cidade Univ, BR-50740560 Recife, PE, Brazil;

    Univ Fed Pernambuco, Informat Ctr, Rd Jorn Anibal Fernandes,Cidade Univ, BR-50740560 Recife, PE, Brazil;

    Univ Fed Pernambuco, Informat Ctr, Rd Jorn Anibal Fernandes,Cidade Univ, BR-50740560 Recife, PE, Brazil;

    Univ Fed Pernambuco, Informat Ctr, Rd Jorn Anibal Fernandes,Cidade Univ, BR-50740560 Recife, PE, Brazil;

    Univ Fed Pernambuco, Informat Ctr, Rd Jorn Anibal Fernandes,Cidade Univ, BR-50740560 Recife, PE, Brazil;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Mobile cloud computing; Offloading; Partitioning; Performance evaluation;

    机译:移动云计算;卸载;分区;性能评估;

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