Locality-Aware Load Sharing in Mobile Cloud Computing

被引:12
|
作者
Jonathan, Albert [1 ]
Chandra, Abhishek [1 ]
Weissman, Jon [1 ]
机构
[1] Univ Minnesota, Minneapolis, MN 55455 USA
关键词
Mobile Cloud Computing; Edge Cloud; Load Sharing; SYSTEM;
D O I
10.1145/3147213.3147228
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The past few years have seen a growing number of mobile and sensor applications that rely on Cloud support. The role of the Cloud is to allow these resource-limited devices to offload and execute some of their compute-intensive tasks in the Cloud for energy saving and/or faster processing. However, such offloading to the Cloud may result in high network overhead which is not suitable for many mobile/sensor applications that require low latency. So, people have looked at an alternative Cloud design whose resources are located at the edge of the Internet, called Edge Cloud. Although the use of Edge Cloud can mitigate the offloading overhead, the computational power and network bandwidth of Edge Cloud's resources are typically much more limited compared to the centralized Cloud and hence are more sensitive toworkload variation (e.g., due to CPU or I/O contention). In this paper, we propose a locality-aware load sharing technique that allows edge resources to share their workload in order to maintain the low latency requirement of Mobile-Cloud applications. Specifically, we study how to determine which edge nodes should be used to share the workload with and how much of the workload should be shared to each node. Our experiments show that our locality-aware load sharing technique is able to maintain low average end-to-end latency of mobile applications with low latency variation, while achieving good utilization of resources in the presence of a dynamic workload.
引用
收藏
页码:141 / 150
页数:10
相关论文
共 50 条
  • [41] Brief Announcement: Locality-aware Load Balancing for Speculatively-parallelized Irregular Applications
    Jo, Youngjoon
    Kulkarni, Milind
    [J]. SPAA '10: PROCEEDINGS OF THE TWENTY-SECOND ANNUAL SYMPOSIUM ON PARALLELISM IN ALGORITHMS AND ARCHITECTURES, 2010, : 183 - 185
  • [42] LDHT: Locality-aware Distributed Hash Tables
    Wu, Weiyu
    Chen, Yang
    Zhang, Xinyi
    Shi, Xiaohui
    Cong, Lin
    Deng, Beixing
    Li, Xing
    [J]. 2008 THE INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING, 2008, : 187 - +
  • [43] Locality-aware Qubit Routing for the Grid Architecture
    Banerjee, Avah
    Liang, Xin
    Tohid, R.
    [J]. 2022 IEEE 36TH INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS (IPDPSW 2022), 2022, : 607 - 613
  • [44] Locality-aware process scheduling for embedded MPSoCs
    Kandemir, M
    Chen, GL
    [J]. DESIGN, AUTOMATION AND TEST IN EUROPE CONFERENCE AND EXHIBITION, VOLS 1 AND 2, PROCEEDINGS, 2005, : 870 - 875
  • [45] Locality-Aware CTA Clustering for Modern GPUs
    Li, Ang
    Song, Shuaiwen Leon
    Liu, Weifeng
    Liu, Xu
    Kumar, Akash
    Corporaal, Henk
    [J]. TWENTY-SECOND INTERNATIONAL CONFERENCE ON ARCHITECTURAL SUPPORT FOR PROGRAMMING LANGUAGES AND OPERATING SYSTEMS (ASPLOS XXII), 2017, : 297 - 311
  • [46] Locality-aware Partitioning in Parallel Database Systems
    Zamanian, Erfan
    Binnig, Carsten
    Salama, Abdallah
    [J]. SIGMOD'15: PROCEEDINGS OF THE 2015 ACM SIGMOD INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, 2015, : 17 - 30
  • [47] Locality-Aware Generalizable Implicit Neural Representation
    Lee, Doyup
    Kim, Chiheon
    Cho, Minsu
    Han, Wook-Shin
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023,
  • [48] Locality-Aware Scheduling for Scalable Heterogeneous Environments
    Kamatar, Alok, V
    Friese, Ryan D.
    Gioiosa, Roberto
    [J]. PROCEEDINGS OF 2020 10TH IEEE/ACM INTERNATIONAL WORKSHOP ON RUNTIME AND OPERATING SYSTEMS FOR SUPERCOMPUTERS (ROSS 2020), 2020, : 50 - 58
  • [49] Locality-aware cache random replacement policies
    Benedicte, Pedro
    Hernandez, Carles
    Abella, Jaume
    Cazorla, Francisco J.
    [J]. JOURNAL OF SYSTEMS ARCHITECTURE, 2019, 93 : 48 - 61
  • [50] Locality-aware peer-to-peer networks
    Wang, Chun-Hsin
    Ciou, Jyun-Cheng
    [J]. 9TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY: TOWARD NETWORK INNOVATION BEYOND EVOLUTION, VOLS 1-3, 2007, : 1462 - +