Real-time data replication strategy for data grids

被引:0
|
作者
Junsang Kim
Youngkyun Kim
Changho Jeon
机构
[1] Hanyang University,Department of Computer Science and Engineering
[2] Ansan University,Department of Internet Information
来源
Cluster Computing | 2017年 / 20卷
关键词
Replication strategy; Data grids; Real time; Access patterns;
D O I
暂无
中图分类号
学科分类号
摘要
Current replication strategies update replicas by analyzing the data access pattern for a certain period of time. Therefore, the access latency temporarily increases due to delayed responses to changing data access pattern during the interval of updating replicas. Thus, we propose a real-time data replication strategy that can update a replica by reflecting changes in the data access patterns in real time to solve this problem. The proposed replication strategy introduces a priority value (PV) as a criterion to generate and delete replicas in real time. The PV is calculated based on the previous data access patterns and is updated in real time. We perform simulations to evaluate the performance of the proposed replication strategy by comparing it with the popular file replicate first algorithm (PFRF). The simulation results show that the average job execution time of the proposed strategy is shorter than that of the PFRF by 34.0–38.0%.
引用
收藏
页码:2551 / 2562
页数:11
相关论文
共 50 条
  • [31] Real-time data mining
    不详
    [J]. EXPERT SYSTEMS, 1997, 14 (03) : 157 - 157
  • [32] REAL-TIME DATA ASSIMILATION
    Suzuki, Shoko
    Osogami, Takayuki
    [J]. PROCEEDINGS OF THE 2011 WINTER SIMULATION CONFERENCE (WSC), 2011, : 625 - 636
  • [33] Real-time data model
    Liu, Yunsheng
    Yi, Lan
    Yu, Liping
    [J]. Xiaoxing Weixing Jisuanji Xitong/Mini-Micro Systems, 2000, 21 (05): : 549 - 552
  • [34] REAL-TIME DATA ACQUISITION
    BUNNELL, M
    BUNNELL, M
    [J]. DR DOBBS JOURNAL, 1989, 14 (06): : 36 - &
  • [35] REAL-TIME DATA ACQUISITION
    BROWN, H
    JANNEY, R
    [J]. ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1984, 188 (AUG): : 42 - COMP
  • [36] Real-time data telemetry
    Ryther, John H.
    Magnell, Bruce A.
    Greengrove, Cheryl L.
    Winant, Clinton A.
    [J]. Sea Technology, 1988, 29 (08)
  • [37] A framework for modeling and supporting data transformation services over data and knowledge grids with real-time bound constraints
    Cuzzocrea, A.
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2011, 23 (05): : 436 - 457
  • [38] A priority based adaptive data replication strategy for hierarchical cluster grids
    Kim, Junsang
    Lee, Won Joo
    Jeon, Changho
    [J]. Jeon, C. (chjeon@hanyang.ac.kr), 1600, Science and Engineering Research Support Society (09): : 127 - 140
  • [39] Improving job scheduling performance with dynamic replication strategy in Data Grids
    Nhan, Nguyen Dang
    Hwang, Soon Wook
    Lim, Sang Boem
    [J]. PARALLEL COMPUTING TECHNOLOGIES, PROCEEDINGS, 2007, 4671 : 194 - +
  • [40] Adaptive Data Replication in Real-Time Reliable Edge Computing for Internet of Things
    Wang, Chao
    Gill, Christopher
    Lu, Chenyang
    [J]. 2020 ACM/IEEE FIFTH INTERNATIONAL CONFERENCE ON INTERNET OF THINGS DESIGN AND IMPLEMENTATION (IOTDI 2020), 2020, : 128 - 134