通信学报 ›› 2020, Vol. 41 ›› Issue (4): 1-13.doi: 10.11959/j.issn.1000-436x.2020085
• 专题:边缘计算关键技术 • 下一篇
吴大鹏1,2,3,吕吉1,2,3,李职杜1,2,3(),王汝言1,2,3
修回日期:
2020-03-26
出版日期:
2020-04-25
发布日期:
2020-04-30
作者简介:
吴大鹏(1979- ),男,黑龙江大庆人,博士,重庆邮电大学教授、博士生导师,主要研究方向为泛在网络、互联网服务质量控制等|吕吉(1995- ),男,四川广安人,重庆邮电大学硕士生,主要研究方向为边缘计算|李职杜(1990- ),男,海南澄迈人,博士,重庆邮电大学讲师,主要研究方向为边缘计算、网络演算等|王汝言(1969- ),男,湖北浠水人,博士,重庆邮电大学教授、博士生导师,主要研究方向为泛在网络、多媒体信息处理等
基金资助:
Dapeng WU1,2,3,Ji LYU1,2,3,Zhidu LI1,2,3(),Ruyan WANG1,2,3
Revised:
2020-03-26
Online:
2020-04-25
Published:
2020-04-30
Supported by:
摘要:
针对移动边缘计算网络中由于用户位置动态变化而导致边缘服务器间负载不均衡、用户服务质量降低的问题,提出了一种移动性感知的边缘服务迁移算法。首先,以最小化用户服务请求感知时延为目标,将优化问题建模为混合整数非线性规划问题。其次,基于 Lyapunov 优化方法将时延优化问题解耦为边缘服务迁移子问题与无线接入子问题。再次,提出快速边缘决策算法求解出给定无线接入策略情况下最优的资源分配与边缘服务迁移方案。最后,提出异步最佳响应算法迭代出最优无线接入策略。仿真结果表明,与现有服务迁移策略相比较,所提算法能够在保证服务迁移成本稳定的情况下降低用户服务请求的感知时延。
中图分类号:
吴大鹏,吕吉,李职杜,王汝言. 移动性感知的边缘服务迁移策略[J]. 通信学报, 2020, 41(4): 1-13.
Dapeng WU,Ji LYU,Zhidu LI,Ruyan WANG. Mobility aware edge service migration strategy[J]. Journal on Communications, 2020, 41(4): 1-13.
[1] | DIAO X B , ZHANG J C , WU Y ,et al. Joint computing resource,power,and channel allocations for D2D-assisted and NOMA-based mobile edge computing[J]. IEEE Access, 2019(7): 9243-9257. |
[2] | 田辉, 范绍帅, 吕昕晨 ,等. 面向5G需求的移动边缘计算[J]. 北京邮电大学学报, 2017,40(2): 1-10. |
TIAN H , FAN S S , LYU X C ,et al. Mobile edge computing for 5G demand[J]. Journal of Beijing University of Posts and Telecommunications, 2017,40(2): 1-10. | |
[3] | WANG S , ZHANG X , ZHANG Y ,et al. A survey on mobile edge networks:convergence of computing,caching and communications[J]. IEEE Access, 2017(5): 6757-6779. |
[4] | 谢人超, 廉晓飞, 贾庆民 ,等. 移动边缘计算卸载技术综述[J]. 通信学报, 2018,39(11): 138-155. |
XIE R C , LIAN X F , JIA Q M ,et al. Overview of mobile edge computing offloading technology[J]. Journal on Communications, 2018,39(11): 138-155. | |
[5] | POULARAKIS K , LIORCA J , TULINO M A ,et al. Joint service and request routing in multi-cell mobile edge computing networks[C]// IEEE INFOCOM 2019 – IEEE Conference on Computer. Piscataway:IEEE Press, 2019: 10-18. |
[6] | PASTERIS S , WANG S Q , HERBSTER M ,et al. Service placement with provable guarantees in heterogeneous edge computing systems[C]// IEEE INFOCOM 2019 - IEEE Conference on Computer Communications. Piscataway:IEEE Press, 2019: 514-522. |
[7] | 郭辉, 芮兰兰, 高志鹏 . 车辆边缘网络中基于多参数MDP模型的动态服务迁移策略[J]. 通信学报, 2020,41(1): 1-14. |
GUO H , RUI L L , GAO Z P . Dynamic service migration strategy based on multi-parameter MDP model in vehicle edge network[J]. Journal on Communications, 2020,41(1): 1-14. | |
[8] | OUYANG T , ZHOU Z , CHEN X . Follow me at the edge:mobility-aware dynamic service placement for mobile edge computing[J]. IEEE Journal on Selected Areas in Communications, 2018,36(10): 2333-2345. |
[9] | YU N , XIE Q Y , WANG Q Y ,et al. Collaborative service placement for mobile edge computing applications[C]// 2018 IEEE Global Communications Conference. Piscataway:IEEE Press, 2018: 1-6. |
[10] | CHEN M , LI W , FORTINO G ,et al. A dynamic service-migration mechanism in edge cognitive computing[J]. ACM Transactions on Internet Technology, 2019,19(2):30. |
[11] | LU W , MENG X Y , GUO G F . Fast service migration method based on virtual machine technology for MEC[J]. IEEE Internet of Things Journal, 2019,6(3): 4344-4354. |
[12] | HU M , WU D , WU W G ,et al. Quantifying the influence of intermittent connectivity on mobile edge computing[J]. IEEE Transactions on Cloud Computing, 2019,doi:10.1109/TCC.2019.2926702. |
[13] | WANG S Q , URGAONKAR R , ZAFER M ,et al. Dynamic service migration in mobile edge computing based on Markov decision process[J]. IEEE/ACM Transactions on Networking, 2019,27(3):1272- 1288. |
[14] | WANG F , XU J , WANG X ,et al. Joint offloading and computing optimization in wireless powered mobile-edge computing systems[J]. IEEE Transactions on Wireless Communications, 2018,17(3): 1784-1797. |
[15] | CAO X W , WANG F , XU J ,et al. Joint Computation and communication cooperation for energy-efficient mobile edge computing[J]. IEEE Internet of Things Journal, 2019,6(3): 4188-4200. |
[16] | XING H , LIU L , XU J ,et al. Joint task assignment and resource allocation for D2D-enabled mobile-edge computing[J]. IEEE Transactions on Communications, 2019,67(6): 4193-4207. |
[17] | CHEN X , PU L J , GAO L ,et al. Exploiting massive D2D collaboration for energy-efficient mobile edge computing[J]. IEEE Wireless Communications, 2017,24(4): 64-71. |
[18] | HU Y , QIU C R , CHEN Y . Lyapunov-optimized two-way relay networks with stochastic energy harvesting[J]. IEEE Transactions on Wireless Communications, 2018,17(9): 6280-6290. |
[19] | QIU C R , HU Y , CHEN Y . Lyapunov optimized cooperative communications with stochastic energy harvesting relay[J]. IEEE Internet of Things Journal, 2018,5(2): 1323-1333. |
[20] | NEELY M . Stochastic Network optimization with application to communication and queueing systems[M]. San Rafael: Morgan &Claypool PublishersPress, 2010. |
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