An Improved Scheduling Approach for Efficient Resource Utilization and Its Application in Bioinformatics Grid

被引:0
|
作者
Vigneswari, T. [1 ,2 ]
Mohamed, M. A. Maluk [2 ]
机构
[1] Kings Coll Engn, Dept Comp Sci & Engn, Thanjavur 613303, Tamil Nadu, India
[2] Muslim Minor Inst, Coll Engn, Syst Software Grp, Tiruchirappalli 621105, Tamil Nadu, India
关键词
Grid Computing; Scheduling; Microarray Data; Artificial Bee Colony (ABC); Min Min Scheduling;
D O I
10.1166/jmihi.2016.1854
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Grid computing are utilized by numerous research ventures for storing of high dimensional data and complex computation. Scheduling is a critical issue in the present Grid computing for achieving efficiency of the resource utilization. In this work, an improved scheduling approach for efficient resource utilization in a bioinformatics grid is proposed. The microarray gene data is disseminated among the resources for parallel calculation utilizing the ensemble classifier. The proposed technique, Cluster Heterogeneous Min-Min Artificial Bee Colony (CHMM-ABC), uses Min min scheduling and ABC metaheuristic for efficient scheduling. For analysis, two synthetic microarray gene data with a large feature set is investigated. Simulations shown the proposed optimization scheduling algorithm improves Makespan and speedup.
引用
收藏
页码:1585 / 1588
页数:4
相关论文
共 50 条
  • [1] Application of Improved ACA in Manufacturing Grid Resource Scheduling
    Hao, Hongyan
    Tang, Wencheng
    Kong, Fanxin
    [J]. PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND MECHANICS, VOLS 1 AND 2, 2009, : 511 - 517
  • [2] A Hyper-heuristic approach for efficient resource scheduling in grid
    Bhanu, S. Mary Saira
    Gopalan, N. P.
    [J]. INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2008, 3 (03) : 249 - 258
  • [3] An Improved PSO Algorithm and Its Application to Grid Scheduling Problem
    Bu Yan-ping
    Zhou Wei
    Yu Jin-shou
    [J]. ISCSCT 2008: INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE AND COMPUTATIONAL TECHNOLOGY, VOL 1, PROCEEDINGS, 2008, : 352 - +
  • [4] The Study of Improved Grid Resource Scheduling Algorithm
    Li, Qingshui
    Zhai, Yuling
    Han, Shanshan
    Mo, Binbin
    [J]. INFORMATION COMPUTING AND APPLICATIONS, 2011, 7030 : 391 - +
  • [5] A resource scheduling strategy for the CFD application on the grid
    Li, ML
    Weng, CL
    Lu, XD
    Yin, Y
    Deng, QN
    [J]. PARALLEL AND DISTRIBUTED PROCESSING AND APPLICATIONS - ISPA 2005 WORKSHOPS, 2005, 3759 : 305 - 314
  • [6] Grid resource management of HowU grid system and its grid scheduling
    [J]. Zou, D. (deqiangzhou@mail.hust.edu.cn), 2005, Huazhong University of Science and Technology (33):
  • [7] Adaptive grid scheduling of a high-throughput bioinformatics application
    Huedo, E
    Montero, RS
    Llorente, IM
    [J]. PARALLEL PROCESSING AND APPLIED MATHEMATICS, 2004, 3019 : 840 - 847
  • [8] Scalable Grid Application Scheduling via Decoupled Resource Selection and Scheduling
    Zhang, Yang
    Mandal, Anirban
    Casanoval, Henri
    Chien, Andrew A.
    Kee, Yang-Suk
    Kennedy, Ken
    Koelbel, Charles
    [J]. SIXTH IEEE INTERNATIONAL SYMPOSIUM ON CLUSTER COMPUTING AND THE GRID: SPANNING THE WORLD AND BEYOND, 2006, : 568 - +
  • [10] Application-adaptive resource scheduling in a computational grid
    Luan C.-J.
    Song G.-H.
    Zheng Y.
    [J]. J Zhejiang Univ: Sci, 2006, 10 (1634-1641): : 1634 - 1641