Meta-Heuristically Seeded Genetic Algorithm for Independent Job Scheduling in Grid Computing

被引:2
|
作者
Younis, Muhanad Tahrir [1 ]
Yang, Shengxiang [1 ]
Passow, Benjamin [1 ]
机构
[1] De Montfort Univ, CCI, Sch Comp Sci & Informat, Leicester LE1 9BH, Leics, England
基金
英国工程与自然科学研究理事会;
关键词
Meta-heuristic algorithms; Seeded genetic algorithm; Ant colony optimization; Job scheduling; Grid computing; Makespan; TASKS;
D O I
10.1007/978-3-319-55849-3_12
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Grid computing is an infrastructure which connects geographically distributed computers owned by various organizations allowing their resources, such as computational power and storage capabilities, to be shared, selected, and aggregated. Job scheduling problem is one of the most difficult tasks in grid computing systems. To solve this problem efficiently, new methods are required. In this paper, a seeded genetic algorithm is proposed which uses a meta-heuristic algorithm to generate its initial population. To evaluate the performance of the proposed method in terms of minimizing the makespan, the Expected Time to Compute (ETC) simulation model is used to carry out a number of experiments. The results show that the proposed algorithm performs better than other selected techniques.
引用
收藏
页码:177 / 189
页数:13
相关论文
共 50 条
  • [21] A task scheduling method in grid computing based on genetic algorithm
    Zheng, Shijue
    Shu, Wanneng
    Gao, Li
    Dai, Shangping
    Du, Jianhua
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13 : 760 - 764
  • [22] Using imperialist competition algorithm for independent task scheduling in grid computing
    Pooranian, Zahra
    Shojafar, Mohammad
    Javadi, Bahman
    Abraham, Ajith
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2014, 27 (01) : 187 - 199
  • [23] Independent Tasks Scheduling Based on Genetic Algorithm in Cloud Computing
    Zhao, Chenhong
    Zhang, Shanshan
    Liu, Qingfeng
    Xi, Jian
    Hu, Jicheng
    2009 5TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-8, 2009, : 5548 - +
  • [24] Scheduling Algorithm for Grid Computing Using Shortest Job First with Time Quantum
    Yosuf, Raham Hashim
    Mokhtar, Rania A.
    Saeed, Rashid A.
    Alhumyani, Hesham
    Abdel-Khalek, S.
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2022, 31 (01): : 581 - 590
  • [25] An algorithm for online distributed fault-tolerant job scheduling in grid computing
    Zeng, Jun
    INTERNATIONAL JOURNAL OF WEB AND GRID SERVICES, 2021, 17 (04) : 389 - 407
  • [26] CGA: Chaotic genetic algorithm for Fuzzy job scheduling in Grid environment
    Liu, Dan
    Cao, Yuanda
    COMPUTATIONAL INTELLIGENCE AND SECURITY, 2007, 4456 : 133 - 143
  • [27] An Enhanced Round-Robin-Based Job Scheduling Algorithm in Grid Computing
    Sahu, Turendar
    Verma, Sandeep Kumar
    Shakya, Mohit
    Pandey, Raksha
    INTERNATIONAL CONFERENCE ON COMPUTER NETWORKS AND COMMUNICATION TECHNOLOGIES (ICCNCT 2018), 2019, 15 : 799 - 807
  • [28] A Loosely Coupled Hybrid Meta-Heuristic Algorithm for the Static Independent Task Scheduling Problem in Grid Computing
    Younis, Muhanad Tahrir
    Yang, Shengxiang
    Passow, Benjamin N.
    2018 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2018, : 1746 - 1753
  • [29] A Heuristic on Job Scheduling in Grid Computing Environment
    Baghban, Hojjat
    Rahmani, Amir Masoud
    GCC 2008: SEVENTH INTERNATIONAL CONFERENCE ON GRID AND COOPERATIVE COMPUTING, PROCEEDINGS, 2008, : 141 - +
  • [30] Autonomic job scheduling policy for grid computing
    Abawajy, JH
    COMPUTATIONAL SCIENCE - ICCS 2005, PT 3, 2005, 3516 : 213 - 220