Improving the Grid Scheduling Performance with Fault Tolerance Using Genetic Algorithm

被引:0
|
作者
Jacob, Minu [1 ]
Lakshmi, Sathya [1 ]
Masilamani, Roberts [1 ]
机构
[1] HITS, Madras, Tamil Nadu, India
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the last few decades we have witnessed the emergence of grid computing as an innovative extension to distributed computing technology, for computing resource sharing among participants in a virtualized collection of organizations. Grid computing entails new challenges as the adaptation of heterogeneous resources unlike homogeneous resources cluster in distributed systems. It is important to maintain proportional fairness in the grid scheduling in order to achieve balanced scheduling. In this paper we propose the importance of genetic algorithm to design schedulers that minimizes the waiting time and maximizes the resource utilization and provides fairness in the grid environment. The resource types and their efficiency are considered in order to maximize their utilization. This paper proposes a solution to maximize the throughput while considering multiple job requests during the scheduling process. The idea of fault tolerance in the crash fault environment will also be implemented based on precautionary method and real time restoration.
引用
收藏
页码:11 / 20
页数:10
相关论文
共 50 条
  • [21] A novel scheduling model for computational grid using quantum genetic algorithm
    Shiv Prakash
    Deo Prakash Vidyarthi
    The Journal of Supercomputing, 2013, 65 : 742 - 770
  • [22] An Adaptive Genetic Algorithm for the Grid Scheduling Problem
    Zhou Wei
    Bu Yan-ping
    PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, : 730 - 734
  • [23] Genetic Algorithm for DAG Scheduling in Grid Environments
    Pop, Florin
    Dobre, Ciprian
    Cristea, Valentin
    2009 IEEE 5TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTER COMMUNICATION AND PROCESSING, PROCEEDINGS, 2009, : 299 - 305
  • [24] Improving the performance of wireless LAN using a new scheduling algorithm
    Wu, S
    Ding, QL
    Ko, CC
    21ST INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS WORKSHOPS, PROCEEDINGS, 2001, : 455 - 460
  • [25] A FAULT TOLERANCE SCHEDULING ALGORITHM FOR PARALLEL TERRAIN ANALYSIS
    Song, Xiaodong
    Dou, Wanfeng
    Tang, Guoan
    Yang, Kun
    Qian, Kejian
    2012 11TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS TO BUSINESS, ENGINEERING & SCIENCE (DCABES), 2012, : 81 - 85
  • [26] Research on Scheduling Algorithm Based on Genetic Algorithm for Grid Tasks
    Liu, Hongzhi
    Zhang, Wenyue
    Hao, Jianqiang
    Sun, Jianzhi
    Li, Yuehui
    2010 2ND INTERNATIONAL CONFERENCE ON E-BUSINESS AND INFORMATION SYSTEM SECURITY (EBISS 2010), 2010, : 418 - 421
  • [27] Fault-aware grid scheduling using performance prediction by workload modeling
    Mohammad Kalantari
    Mohammad Kazem Akbari
    The Journal of Supercomputing, 2008, 46 : 15 - 39
  • [28] Fault-aware grid scheduling using performance prediction by workload modeling
    Kalantari, Mohammad
    Akbari, Mohammad Kazem
    JOURNAL OF SUPERCOMPUTING, 2008, 46 (01): : 15 - 39
  • [29] PERFORMANCE EVALUATION OF OPTIMIZATION ALGORITHM USING SCHEDULING CONCEPT IN GRID ENVIRONMENT
    Krishnamoorthy
    Karthikeyan
    Sangeetha
    IIOAB JOURNAL, 2016, 7 (09) : 315 - 323
  • [30] Security-Driven Scheduling Model for Computational Grid using Genetic Algorithm
    Kashyap, R.
    Vidyarthi, D. P.
    WORLD CONGRESS ON ENGINEERING AND COMPUTER SCIENCE, WCECS 2011, VOL I, 2011, : 382 - 387