A hybrid job scheduling algorithm based on Tabu and Harmony search algorithms

被引:19
|
作者
Alazzam, Hadeel [1 ]
Alhenawi, Esraa [1 ]
Al-Sayyed, Rizik [2 ]
机构
[1] Univ Jordan, Dept Comp Sci, Amman, Jordan
[2] Univ Jordan, Dept Informat Technol, Amman, Jordan
来源
JOURNAL OF SUPERCOMPUTING | 2019年 / 75卷 / 12期
关键词
Cloud computing; Harmony search; Job scheduling; Tabu search; CLOUD;
D O I
10.1007/s11227-019-02936-0
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Nowadays, cloud computing became a very important way of processing very large and complicated jobs and services. To serve millions of users with a high satisfaction regarding cost and time requires a powerful way to schedule cloud users' jobs. Job scheduling in a cloud computing environment is an NP-hard problem. Many scheduling algorithms have been proposed by researchers to solve such a complicated problem. In this research, a hybrid Tabu-Harmony task scheduling algorithm in cloud computing is proposed, and the proposed algorithm combines the benefits of both the Tabu search and the Harmony search algorithms in order to enhance the quality of the results. The proposed algorithm is evaluated in terms of throughput, makespan and total cost and achieved a better result compared to Tabu search, Harmony search and round-robin in terms of makespan and cost.
引用
收藏
页码:7994 / 8011
页数:18
相关论文
共 50 条
  • [1] A hybrid job scheduling algorithm based on Tabu and Harmony search algorithms
    Hadeel Alazzam
    Esraa Alhenawi
    Rizik Al-Sayyed
    The Journal of Supercomputing, 2019, 75 : 7994 - 8011
  • [2] Hybrid tabu search and beam search algorithm for job shop scheduling
    Liu, Min
    Sun, Yuankai
    Wu, Cheng
    Qinghua Daxue Xuebao/Journal of Tsinghua University, 2002, 42 (03): : 424 - 426
  • [3] A Hybrid Harmony Search Algorithm for the Job Shop Scheduling Problems
    Piroozfard, Hamed
    Wong, Kuan Yew
    Asl, Ali Derakhshan
    2015 8TH INTERNATIONAL CONFERENCE ON ADVANCED SOFTWARE ENGINEERING & ITS APPLICATIONS (ASEA), 2015, : 48 - 52
  • [4] A Tabu Search Algorithm for Job Shop Scheduling
    S. G. Ponnambalam
    P. Aravindan
    S. V. Rajesh
    The International Journal of Advanced Manufacturing Technology, 2000, 16 : 765 - 771
  • [5] A tabu search algorithm for job shop scheduling
    Ponnambalam, SG
    Aravindan, P
    Rajesh, SV
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2000, 16 (10): : 765 - 771
  • [6] A hybrid harmony search algorithm for the flexible job shop scheduling problem
    Yuan, Yuan
    Xu, Hua
    Yang, Jiadong
    APPLIED SOFT COMPUTING, 2013, 13 (07) : 3259 - 3272
  • [7] Flexible job shop scheduling with tabu search algorithms
    Mohammad Saidi-Mehrabad
    Parviz Fattahi
    The International Journal of Advanced Manufacturing Technology, 2007, 32 : 563 - 570
  • [8] Flexible job shop scheduling with tabu search algorithms
    Saidi-Mehrabad, Mohammad
    Fattahi, Parviz
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2007, 32 (5-6): : 563 - 570
  • [9] Flexible job shop scheduling with tabu search algorithms
    Saidi-Mehrabad, Mohammad
    Fattahi, Parviz
    International Journal of Advanced Manufacturing Technology, 2007, 32 (5-6): : 563 - 570
  • [10] Hybrid Algorithm Based on Obstacle Graph Model and Tabu Search for Job Shop Scheduling Problem
    Huang, Lin
    Zhao, Shikui
    Huang, Sen
    Jixie Gongcheng Xuebao/Journal of Mechanical Engineering, 2023, 59 (16): : 435 - 444