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
  • [1] Real-time data replication strategy for data grids
    Kim, Junsang
    Kim, Youngkyun
    Jeon, Changho
    [J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2017, 20 (03): : 2551 - 2562
  • [2] A strategy for data replication in data grids
    Xu, LT
    Wang, B
    Ai, B
    [J]. CURRENT TRENDS IN HIGH PERFORMANCE COMPUTING AND ITS APPLICATIONS, PROCEEDINGS, 2005, : 557 - 562
  • [3] A dynamic weighted data replication strategy in data grids
    Chang, Ruay-Shiung
    Chang, Hui-Ping
    Wang, Yun-Ting
    [J]. 2008 IEEE/ACS INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS, VOLS 1-3, 2008, : 414 - 421
  • [4] A study on performance of dynamic file replication algorithms for real-time file access in Data Grids
    Dogan, Atakan
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2009, 25 (08): : 829 - 839
  • [5] A dynamic file replication strategy in data grids
    Yang, Chao-Tung
    Fu, Chun-Pin
    Huang, Chien-Jung
    [J]. TENCON 2007 - 2007 IEEE REGION 10 CONFERENCE, VOLS 1-3, 2007, : 538 - 542
  • [6] An ETL Strategy for Real-Time Data Warehouse
    Zhou, Haihe
    Yang, Dingyu
    Xu, Yang
    [J]. PRACTICAL APPLICATIONS OF INTELLIGENT SYSTEMS, 2011, 124 : 329 - +
  • [7] IMPROVING REAL-TIME DATA DISSEMINATION PERFORMANCE BY MULTI PATH DATA SCHEDULING IN DATA GRIDS
    Atanak, Mustafa Mujdat
    Dogan, Atakan
    [J]. COMPUTING AND INFORMATICS, 2015, 34 (02) : 402 - 424
  • [8] Management of the Real-Time Derived Data in a Distributed Real-Time DBMS Using the Semi-Total Replication Data
    Hamdi, Sana
    Ben Salem, Malek
    Bouazizi, Emna
    Bouaziz, Rafik
    [J]. 2013 ACS INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2013,
  • [9] CFS: A New Dynamic Replication Strategy for Data Grids
    Hanandeh, Feras
    Khazaaleh, Mutaz
    Ibrahim, Hamidah
    Latip, Rohaya
    [J]. INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2012, 9 (01) : 94 - 99
  • [10] Grids for real time data applications
    Fox, Geoffrey C.
    Aktas, Mehmet S.
    Aydin, Galip
    Bulut, Hasan
    Gadgil, Harshawardhan
    Oh, Sangyoon
    Pallickara, Shrideep
    Pierce, Marlon E.
    Sayar, Ahmet
    Zhai, Gang
    [J]. PARALLEL PROCESSING AND APPLIED MATHEMATICS, 2006, 3911 : 320 - 332