Task scheduling on computational Grids using Gravitational Search Algorithm

被引:0
|
作者
Amirreza Zarrabi
Khairulmizam Samsudin
机构
[1] University Putra Malaysia,Department of Computer and Communication Systems Engineering, Faculty of Engineering
来源
Cluster Computing | 2014年 / 17卷
关键词
Grid task scheduling; Gravitational Search Algorithm; Makespan; Flowtime;
D O I
暂无
中图分类号
学科分类号
摘要
Grid computing uses distributed interconnected computers and resources collectively to achieve higher performance computing and resource sharing. Task scheduling is one of the core steps to efficiently exploit the capabilities of Grid environment. Recently, heuristic algorithms have been successfully applied to solve task scheduling on computational Grids. In this paper, Gravitational Search Algorithm (GSA), as one of the latest population-based metaheuristic algorithms, is used for task scheduling on computational Grids. The proposed method employs GSA to find the best solution with the minimum makespan and flowtime. We evaluate this approach with Genetic Algorithm (GA) and Particle Swarm Optimization (PSO) method. The results demonstrate that the benefit of the GSA is its speed of convergence and the capability to obtain feasible schedules.
引用
收藏
页码:1001 / 1011
页数:10
相关论文
共 50 条
  • [1] Task scheduling on computational Grids using Gravitational Search Algorithm
    Zarrabi, Amirreza
    Samsudin, Khairulmizam
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2014, 17 (03): : 1001 - 1011
  • [2] A Bee Colony Task Scheduling Algorithm in Computational Grids
    Mousavinasab, Zohreh
    Entezari-Maleki, Reza
    Movaghar, Ali
    DIGITAL INFORMATION PROCESSING AND COMMUNICATIONS, PT 1, 2011, 188 : 200 - +
  • [3] TABU SEARCH ALGORITHM FOR SCHEDULING INDEPENDENT JOBS IN COMPUTATIONAL GRIDS
    Xhafa, Fatos
    Carretero, Javier
    Dorronsoro, Bernabe
    Alba, Enrique
    COMPUTING AND INFORMATICS, 2009, 28 (02) : 237 - 250
  • [4] A Novel Fault-tolerant Task Scheduling Algorithm for Computational Grids
    Naik, Jairam K.
    Satyanarayana, N.
    2013 15TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING TECHNOLOGIES (ICACT), 2013,
  • [5] Resource scheduling approach using a Quantum variant of Gravitational Search Algorithm in computational mobile grid
    Singh, Krishan Veer
    Raza, Zahid
    PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE CONFLUENCE 2018 ON CLOUD COMPUTING, DATA SCIENCE AND ENGINEERING, 2018, : 636 - 640
  • [6] Gravitational Search Algorithm Based Task Scheduling for Multi-Processor Systems
    Thakur, Abhijeet Singh
    Biswas, Tarun
    Kuila, Pratyay
    2018 FOURTH IEEE INTERNATIONAL CONFERENCE ON RESEARCH IN COMPUTATIONAL INTELLIGENCE AND COMMUNICATION NETWORKS (ICRCICN), 2018, : 253 - 257
  • [7] Improving scheduling of scientific workflows using tabu search for computational grids
    Software Technologies Group, TIFAC Core in Network Engineering, AKCE, India
    Information Technology Journal, 2008, 7 (01) : 91 - 97
  • [8] FUZZY SYSTEM MODELING FOR TASK SCHEDULING IN COMPUTATIONAL GRIDS
    Moura, Bruno
    Soares, Yan
    Sampaio, Leticia
    Reiser, Renata
    Yamin, Adenauer
    Pilla, Mauricio
    UNCERTAINTY MODELLING IN KNOWLEDGE ENGINEERING AND DECISION MAKING, 2016, 10 : 806 - 811
  • [9] An Evolutionary Hybrid Scheduling Algorithm for Computational Grids
    Benedict, Shajulin
    Rejitha, R. S.
    Vasudevan, V.
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2008, 12 (05) : 479 - 484
  • [10] Task Scheduling using ACO-BP Neural Network in Computational Grids
    Babu, K. R. Remesh
    Mathiyalagan, P.
    Sivanandam, S. N.
    PROCEEDINGS OF THE 2012 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI'12), 2012, : 428 - 432