Cloud testing scheduling based on improved ACO

被引:0
|
作者
Zheng, Yang [1 ,2 ]
Cai, Lizhi [2 ,3 ]
Huang, Shidong [4 ]
Lu, Jiawen [1 ]
Liu, Pan [5 ]
机构
[1] E China Univ Sci & Technol, Coll Informat Sci & Engn, Shanghai 200237, Peoples R China
[2] Shanghai Key Lab Comp Software Evaluating & Testi, Shanghai 201112, Peoples R China
[3] Shanghai Ind Technol Inst, Shanghai 201206, Peoples R China
[4] Xinyang Normal Univ, Dept Comp Sci & Technol, Xinyang 464000, Henan, Peoples R China
[5] Shanghai Business Sch, Coll Comp Engn & Sci, Shanghai 201400, Peoples R China
关键词
Cloud; Cloud testing; VM; ACO; CloudSim;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Resources scheduling plays an important role in Cloud testing. The completion time for the entire testing works in Cloud testing and the cost of Cloud services could both reduce a lot through good scheduling strategies. This paper mainly focuses on the dependencies between testing tasks and proposes ACO_TD(ACO based on testing task dependencies). ACO_TD not only possesses advantages of ACO, but also makes up shortcomings of ACO such as slow convergence and easy falling into local optimization CloudSim is used for simulation experiment, and ACO_TD has acquired faster execution speed and better load balancing of VM compared with RR, GA and ACO in experiment. The advantages of ACO_TD become more and more obvious as the scale of testing tasks in Cloud grows.
引用
收藏
页码:569 / 578
页数:10
相关论文
共 50 条
  • [1] ACO-SOS-based task scheduling in cloud computing
    Li Y.
    International Journal of Performability Engineering, 2019, 15 (09) : 2534 - 2543
  • [2] Cloud Computing Resource Searching Based on Improved ACO
    Shen Jia-jie
    PROCEEDINGS OF 2012 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2012), 2012, : 1943 - 1946
  • [3] Load Balancing Based Task Scheduling with ACO in Cloud Computing
    Gupta, Ashish
    Garg, Ritu
    2017 INTERNATIONAL CONFERENCE ON COMPUTER AND APPLICATIONS (ICCA), 2017, : 174 - 179
  • [4] Task Scheduling in Cloud Using ACO
    Natarajan Y.
    Kannan S.
    Dhiman G.
    Recent Advances in Computer Science and Communications, 2022, 15 (03) : 348 - 353
  • [5] PACO: A Period ACO_based Scheduling Algorithm in Cloud Computing
    Sun, Weifeng
    Zhang, Ning
    Wang, Haotian
    Yin, Wenjuan
    Qiu, Tie
    2013 INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND BIG DATA (CLOUDCOM-ASIA), 2013, : 482 - 486
  • [6] An ACO-Based Scheduling Strategy on Load Balancing in Cloud Computing Environment
    Wen, Wei-Tao
    Wang, Chang-Dong
    Wu, De-Shen
    Xie, Ying-Yan
    2015 NINTH INTERNATIONAL CONFERENCE ON FRONTIER OF COMPUTER SCIENCE AND TECHNOLOGY FCST 2015, 2015, : 363 - 368
  • [7] Study on Resources Scheduling Based on ACO Algorithm and PSO Algorithm in Cloud Computing
    Wen, Xiaotang
    Huang, Minghe
    Shi, Jianhua
    2012 11TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS TO BUSINESS, ENGINEERING & SCIENCE (DCABES), 2012, : 219 - 222
  • [8] A Prediction- Based ACO Algorithm to Dynamic Tasks Scheduling in Cloud Environment
    Hu, Haitao
    Wang, Hongyan
    2016 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC), 2016, : 2727 - 2732
  • [9] Variable neighborhood search based multiobjective ACO-list scheduling for cloud workflows
    Wang, Yun
    Zuo, Xingquan
    Wu, Zhiqiang
    Wang, Hui
    Zhao, Xinchao
    JOURNAL OF SUPERCOMPUTING, 2022, 78 (17): : 18856 - 18886
  • [10] Research for the Task Scheduling Algorithm Optimization based on Hybrid PSO and ACO for Cloud Computing
    Ju, JieHui
    Bao, WeiZheng
    Wang, ZhongYou
    Wang, Ya
    Li, WenJuan
    INTERNATIONAL JOURNAL OF GRID AND DISTRIBUTED COMPUTING, 2014, 7 (05): : 87 - 96