A particle swarm optimisation algorithm for cloud-oriented workflow scheduling based on reliability

被引:0
|
作者
Jian, Chengfeng [1 ]
Tao, Meng [1 ]
Wang, Yekun [1 ]
机构
[1] Zhejiang Univ Technol, Coll Comp Sci & Technol, Hangzhou 310023, Zhejiang, Peoples R China
关键词
cloud-oriented workflow; schedule; reliability; PSO; particle swarm optimisation;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Currently researches on workflow scheduling in cloud platform pay more attention to the execution time and cost. However, reliability of resource suppliers affects the quality of cloud-oriented workflow scheduling. Reliability of schedule is determined together by the reliability of a cloud resource provider tasks and network data transmission between suppliers. A particle swarm optimisation (PSO) algorithm is presented to schedule tasks to cloud resource suppliers that takes into account reliability as the main factor influencing to schedule workflow. After comparing PSO and genetic algorithm (GA), experiments show that PSO can achieve a higher reliability.
引用
收藏
页码:220 / 225
页数:6
相关论文
共 50 条
  • [1] Cloud workflow scheduling algorithm based on multi-objective particle swarm optimisation
    Yin, Hongfeng
    Xu, Baomin
    Li, Weijing
    [J]. INTERNATIONAL JOURNAL OF GRID AND UTILITY COMPUTING, 2023, 14 (06) : 583 - 596
  • [2] Cloud workflow scheduling algorithm based on multi-objective hybrid particle swarm optimisation
    Dai, Gang
    Xu, Baomin
    Peng, Jianfeng
    Zhang, Lei
    [J]. INTERNATIONAL JOURNAL OF GRID AND UTILITY COMPUTING, 2021, 12 (03) : 287 - 301
  • [3] CWOM: A lightweight cloud-oriented workflow optimisation middleware
    Xiao, Peng
    [J]. International Journal of Networking and Virtual Organisations, 2021, 24 (01) : 67 - 83
  • [4] An Optimized Scheduling Algorithm on a Cloud Workflow Using a Discrete Particle Swarm
    Cao, Jianfang
    Chen, Junjie
    Zhao, Qingshan
    [J]. CYBERNETICS AND INFORMATION TECHNOLOGIES, 2014, 14 (01) : 25 - 39
  • [5] Quadratic Particle Swarm Optimisation Algorithm for Task Scheduling Based on Cloud Computing Server
    Wei, Guanghui
    [J]. JOURNAL OF INFORMATION & KNOWLEDGE MANAGEMENT, 2023, 22 (01)
  • [6] A multi-hierarchy particle swarm optimization-based algorithm for cloud workflow scheduling
    Lu, Chang
    Zhu, Jie
    Huang, Haiping
    Sun, Yuzhong
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2024, 153 : 125 - 138
  • [7] Bi-Criteria Priority Based Particle Swarm Optimization Workflow Scheduling Algorithm for Cloud
    Verma, Amandeep
    Kaushal, Sakshi
    [J]. 2014 RECENT ADVANCES IN ENGINEERING AND COMPUTATIONAL SCIENCES (RAECS), 2014,
  • [8] Particle swarm optimization based workflow scheduling for medical applications in cloud
    Prathibha, Soma
    Latha, B.
    Suamthi, G.
    [J]. BIOMEDICAL RESEARCH-INDIA, 2017, 28
  • [9] Design and optimization of cloud-oriented workflow system
    [J]. 1600, Academy Publisher (08):
  • [10] Design and optimization of cloud-oriented workflow system
    Mao, Lei
    Yang, Yongguo
    Xu, Hui
    [J]. Journal of Software, 2013, 8 (01) : 251 - 258