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作者:

Lu, Shuaibing (Lu, Shuaibing.) | Wu, Jie (Wu, Jie.) | Lu, Pengfan (Lu, Pengfan.) | Wang, Ning (Wang, Ning.) | Liu, Haiming (Liu, Haiming.) | Fang, Juan (Fang, Juan.) (学者:方娟)

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EI Scopus SCIE

摘要:

The vigorous development of IoT technology has spawned a series of applications that are delay-sensitive or resource-intensive. Mobile edge computing is an emerging paradigm that provides services between end devices and traditional cloud data centers to users. However, with the continuously increasing investment of demands, it is nontrivial to maintain a higher quality-of-service (QoS) under the erratic activities of mobile users. In this paper, we investigate the service provisioning and updating problem under the multiple-users scenario by improving the performance of services with long-term cost constraints. We first decouple the original long-term optimization problem into a per-slot deterministic one by using Lyapunov optimization. Then, we propose two service updating decision strategies by considering the trajectory prediction conditions of users. Based on that, we design an online strategy by utilizing the committed horizon control method looking forward to multiple slots predictions. We prove the performance bound of our online strategy theoretically in terms of the trade-off between delay and cost. Extensive experiments demonstrate the superior performance of the proposed algorithm.

关键词:

mobile edge computing Servers Trajectory Cost-efficient Cloud computing online service provisioning Optimization Costs quality -of-service (QoS) Delays Quality of service

作者机构:

  • [ 1 ] [Lu, Shuaibing]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Lu, Pengfan]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Fang, Juan]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Wu, Jie]Temple Univ, Dept Comp & Informat Sci, Philadelphia, PA 19122 USA
  • [ 5 ] [Liu, Haiming]Beijing Jiaotong Univ, Sch Software Engn, Beijing 100091, Peoples R China

通讯作者信息:

  • [Liu, Haiming]Beijing Jiaotong Univ, Sch Software Engn, Beijing 100091, Peoples R China;;

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来源 :

IEEE TRANSACTIONS ON SERVICES COMPUTING

ISSN: 1939-1374

年份: 2024

期: 1

卷: 17

页码: 113-126

8 . 1 0 0

JCR@2022

被引次数:

WoS核心集被引频次: 5

SCOPUS被引频次: 7

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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