Augmenting Hierarchical Load Balancing with Intelligence in Grid Environment

被引:0
|
作者
Raj, Joshua Samuel [1 ]
Hridya, K. S. [1 ]
Vasudevan, V. [2 ]
机构
[1] Karunya Univ, Dept Comp Sci & Engn, Coimbatore, Tamil Nadu, India
[2] TIFAC, Software Technol Lab, Core Network Engn, Srivilliputhur, India
关键词
clustering; job scheduling; load balancing; probability concepts;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Scheduling independent tasks to homogeneous resources is an ineluctable issue to be dealt with. Load balancing of resources is a crucial matter of concern. This paper comes out with an enhancement of hierarchical load balancing algorithm. In this paper, to evaluate cluster imbalance, probability of deviation of average system load from average load of cluster is calculated and checked for confinement within a defined range of 0 to 1. The algorithm also compares the expected computing power of jobs with average computing power of clusters to allocate fittest resources to jobs. In addition to the load balancing and fittest resource allocation, the contribution of our algorithm is twofold. Our algorithm ensures that no cluster remain idle by employing random stealing and random pushing, whereby jobs are taken from other clusters and executed in cluster with empty queue such that the queue length remains within a fixed threshold. The contributions of augmented hierarchical load balancing with intelligence is that it reduces the makespan of algorithm execution together with balancing the overall system load and reduces the idle time of clusters.
引用
收藏
页码:9 / 18
页数:10
相关论文
共 50 条
  • [41] A Sender Initiate Based Hierarchical Load Balancing Technique for Grid Using Variable Threshold Value
    Rathore, Neeraj
    Chana, Inderveer
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMPUTING AND CONTROL (ISPCC), 2013,
  • [42] A Dynamic Load Balancing Strategy for generating Association Rule Mining under a Grid Environment
    Senhadji, Sarah
    Khiat, Salim
    Belbachir, Hafida
    [J]. 2012 6TH INTERNATIONAL CONFERENCE ON SCIENCES OF ELECTRONICS, TECHNOLOGIES OF INFORMATION AND TELECOMMUNICATIONS (SETIT), 2012, : 976 - 981
  • [43] A novel algorithm for fault tolerant job Scheduling and load balancing in grid computing environment
    Naik, K. Jairam
    Jagan, A.
    Narayana, N. Satya
    [J]. 2015 INTERNATIONAL CONFERENCE ON GREEN COMPUTING AND INTERNET OF THINGS (ICGCIOT), 2015, : 1113 - 1118
  • [44] A multi-agent task delivery system for balancing the load in collaborative grid environment
    Paletta, Mauricio
    Herrero, Pilar
    [J]. IFIP Advances in Information and Communication Technology, 2009, 296 : 365 - 371
  • [45] Sender Initiated Decentralized Dynamic Load Balancing for Multi Cluster Computational Grid Environment
    Nandagopal, Malarvizhi
    Gokulnath, K.
    Uthariaraj, V. Rhymend
    [J]. PROCEEDINGS OF THE FIRST AMRITA ACM-W CELEBRATION OF WOMEN IN COMPUTING IN INDIA (A2WIC), 2010,
  • [46] Dynamic Load Balancing and Job Replication in a Global-Scale Grid Environment: A Comparison
    Dobber, Menno
    van der Mei, Rob
    Koole, Ger
    [J]. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2009, 20 (02) : 207 - 218
  • [47] A Multi-agent Task Delivery System for Balancing the Load in Collaborative Grid Environment
    Paletta, Mauricio
    Herrero, Pilar
    [J]. ARTIFICIAL INTELLIGENCE APPLICATIONS AND INNOVATIONS III, 2009, : 365 - +
  • [48] A reliable, TOPSIS-based multi-criteria, and hierarchical load balancing method for computational grid
    Aref M. Abdullah
    Hesham A. Ali
    Amira Y. Haikal
    [J]. Cluster Computing, 2019, 22 : 1085 - 1106
  • [49] A reliable, TOPSIS-based multi-criteria, and hierarchical load balancing method for computational grid
    Abdullah, Aref M.
    Ali, Hesham A.
    Haikal, Amira Y.
    [J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (04): : 1085 - 1106
  • [50] A hierarchical routing method for load-balancing
    Bak, S
    [J]. HIGH PERFORMANCE COMPUTING - HIPC 2003, 2003, 2913 : 142 - 151