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Blockchain-based cloudlet management for multimedia workflow in mobile cloud computing

机译:基于区块链的Cloudlet管理在移动云计算中的多媒体工作流程

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摘要

For the issue of users' sensibility to the QoS (Quality of Service) of multimedia applications, cloudlet has emerged as a novel paradigm which provides closer computing resources to users to improve the performance of multimedia applications and meet the QoS demands of users. However, the increasing users' requirements of migrating tasks pose a challenge to preserve the security and integrity of offloaded data which are processed by cloudlets. In view of this challenge, a blockchain-based cloudlet management method for multimedia workflow, named MWSM, is proposed in this paper. Technically, we first model each multimedia application as a multimedia workflow and formulate the multimedia workflow scheduling problem. Then, blockchain is adopted to secure the data integrity during the offloading procedure. Besides, NSGA-Ⅲ (Non-dominated Sorting Genetic Algorithm HI) is employed to realize the QoS enhancement and ELECTRE (Elimination Et Choix Tradulsant la REaltite) is utilized to solve the decision-making problems of the most optimal scheduling strategies. Finally, experimental evaluations are conducted to demonstrate the efficiency and potential of our proposed scheduling method.
机译:对于用户对多媒体应用程序的QoS(服务质量)的敏感性问题,Cloudlet已成为一种新颖的范例,它为用户提供了更近的计算资源,以提高多媒体应用的性能并满足用户的QoS需求。然而,迁移任务的提高要求提出了挑战以保留由Cloudlet处理的卸载数据的安全性和完整性。鉴于这一挑战,本文提出了一种基于区块链条的CloudleDirmant Management方法,名为MWSM的多媒体工作流。从技术上讲,我们首先将每个多媒体应用程序模拟为多媒体工作流并制定多媒体工作流程调度问题。然后,采用区块链条在卸载过程中确保数据完整性。此外,采用NSGA-Ⅲ(非主导的分类遗传算法HI)来实现QoS增强和Electre(消除ET ChoIx Trossulant La Realtite),用于解决最佳调度策略的决策问题。最后,进行了实验评估,以证明我们提出的调度方法的效率和潜力。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2020年第16期|9819-9844|共26页
  • 作者单位

    School of Computer and Software Nanjing University of Information Science and Technology Nanjing China Jiangsu Engineering Center of Network Monitoring Nanjing University of Information Science and Technology Nanjing China Jiangsu Collaborative Innovation Center of Atmospheric Environment and Equipment Technology (CICAEET) Nanjing University of Information Science and Technology Nanjing China;

    School of Computer and Software Nanjing University of Information Science and Technology Nanjing China;

    Department of Computer Science and Engineering Michigan State University East Lansing MI USA;

    School of Computer Science and Technology Silicon Lake College Suzhou China;

    Department of Electrical and Computer Engineering University of Auckland Auckland. New Zealand;

    School of Information Science and Engineering Qufu Normal University Rizhao China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Blockchain; QoS; Multimedia workflow; Mobile cloud computing; Cloudlet management;

    机译:区块链;QoS;多媒体工作流程;移动云计算;Cloudle Management.;

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