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Joint Optimization of Resource Utilization and Load Balance with Privacy Preservation for Edge Services in 5G Networks

机译:5G网络边缘服务的资源利用和负载均衡与隐私保护的联合优化

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摘要

Nowadays, due to the advances in mobile and wireless communication, mobile devices are widely used in our daily life. Meanwhile, in the mobile devices, there exits diverse applications which are developed to satisfy the various requirements of mobile users. Correspondingly, a large number of services are produced by the mobile devices. Since the mobile devices have limitations on the battery capacity, physical size, etc., they can hardly complete all the services. To relieve this problem, driven by edge computing, the central units (CUs) in fifth-generation wireless systems (5G) could be enhanced into edge nodes (ENs) for processing. However, during the transmission of edge services, the privacy leakage may occur, and the overall performance of the networks needs to be taken into consideration. In this paper, an optimization problem is defined to improve the resource utilization and load balance for all the ENs while protecting the privacy information and satisfying the time requirement. Then, a balanced service offloading method, abbreviated BSOM, is proposed. Finally, abundant experiments and evaluations are conducted to validate our proposed method is both effective and feasible.
机译:如今,由于移动和无线通信的发展,移动设备已广泛应用于我们的日常生活中。同时,在移动设备中,存在满足移动用户的各种需求而开发的各种应用。相应地,移动设备产生大量服务。由于移动设备在电池容量,物理尺寸等方面存在限制,因此它们几乎无法完成所有服务。为了缓解此问题,在边缘计算的驱动下,可以将第五代无线系统(5G)中的中央单元(CU)增强为边缘节点(EN)进行处理。然而,在边缘服务的传输期间,可能发生隐私泄漏,并且需要考虑网络的整体性能。本文定义了一个优化问题,以提高所有EN的资源利用率和负载平衡,同时保护隐私信息并满足时间要求。然后,提出了一种平衡的服务卸载方法,简称为BSOM。最后,进行了大量的实验和评估,以验证我们提出的方法既有效又可行。

著录项

  • 来源
    《Mobile networks & applications》 |2020年第2期|713-724|共12页
  • 作者单位

    Nanjing Univ Informat Sci & Technol Sch Comp & Software Nanjing Peoples R China|Nanjing Univ Informat Sci & Technol Jiangsu Engn Ctr Network Monitoring Nanjing Peoples R China|Nanjing Univ Informat Sci & Technol Jiangsu Collaborat Innovat Ctr Atmospher Environm Nanjing 210044 Peoples R China|Minist Educ Engn Res Ctr Digital Forens Nanjing Peoples R China;

    Nanjing Univ Informat Sci & Technol Sch Comp & Software Nanjing Peoples R China|Nanjing Univ Informat Sci & Technol Jiangsu Engn Ctr Network Monitoring Nanjing Peoples R China;

    Shihezi Univ Coll Informat Sci & Technol Shihezi Xinjiang Peoples R China;

    Zhongnan Univ Econ & Law Sch Informat & Safety Engn Wuhan Peoples R China;

    Shanghai Polytech Univ Sch Comp & Informat Engn Shanghai Peoples R China|Shanghai Univ Comp Ctr Shanghai Peoples R China;

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

    Central units; 5G; Edge computing; Edge nodes; Edge services;

    机译:中央单位;5G;边缘计算;边缘节点;边缘服务;

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