...
首页> 外文期刊>Computational Intelligence >A fault-tolerant dynamic scheduling method on hierarchical mobile edge cloud computing
【24h】

A fault-tolerant dynamic scheduling method on hierarchical mobile edge cloud computing

机译:分层移动边缘云计算中的容错动态调度方法

获取原文
获取原文并翻译 | 示例
           

摘要

Mobile edge cloud computing has been a promising computing paradigm, where mobile users could offload their application workloads to low-latency local edge cloud resources. However, compared with remote public cloud resources, conventional local edge cloud resources are limited in computation capacity, especially when serve large number of mobile applications. To deal with this problem, we present a hierarchical edge cloud architecture to integrate the local edge clouds and public clouds so as to improve the performance and scalability of scheduling problem for mobile applications. Besides, to achieve a trade-off between the cost and system delay, a fault-tolerant dynamic resource scheduling method is proposed to address the scheduling problem in mobile edge cloud computing. The optimization problem could be formulated to minimize the application cost with the user-defined deadline satisfied. Specifically, firstly, a game-theoretic scheduling mechanism is adopted for resource provisioning and scheduling for multiprovider mobile applications. Then, a mobility-aware dynamic scheduling strategy is presented to update the scheduling with the consideration of mobility of mobile users. Moreover, a failure recovery mechanism is proposed to deal with the uncertainties during the execution of mobile applications. Finally, experiments are designed and conducted to validate the effectiveness of our proposal. The experimental results show that our method could achieve a trade-off between the cost and system delay.
机译:移动边缘云计算一直是一个很有前途的计算范例,移动用户可以将其应用程序工作负载转移到低延迟的本地边缘云资源上。但是,与远程公共云资源相比,传统的本地边缘云资源的计算能力受到限制,特别是在为大量移动应用程序提供服务时。为了解决这个问题,我们提出了一种层次化边缘云架构,以集成本地边缘云和公共云,从而提高移动应用程序调度问题的性能和可伸缩性。此外,为了实现成本与系统延迟之间的权衡,提出了一种容错动态资源调度方法,以解决移动边缘云计算中的调度问题。可以制定优化问题以在满足用户定义的期限的情况下最大程度地减少应用程序成本。具体地,首先,采用博弈论调度机制来进行多提供商移动应用的资源供应和调度。然后,提出了一种移动性感知的动态调度策略,以考虑移动用户的移动性来更新调度。此外,提出了一种故障恢复机制来应对移动应用程序执行过程中的不确定性。最后,设计并进行实验以验证我们建议的有效性。实验结果表明,我们的方法可以在成本和系统延迟之间进行权衡。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号