Budget-Deadline Constrained Workflow Scheduling for Heterogeneous Resources

被引:9
|
作者
Zhou, Naqin [1 ]
Qi, Deyu [1 ]
Feng, Wei [2 ]
Wang, Xinyang [1 ]
Shen, Yang [1 ]
机构
[1] South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Guangdong, Peoples R China
[2] Guangdong Eshore Technol Co Ltd, Guangzhou 510006, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
Quality of Service; Planning Success Rate; Utility computing; DAG scheduling; ALGORITHMS;
D O I
10.1109/CSE-EUC.2017.13
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In utility computing models, users consume services based on their Quality of Service (QoS) requirements. QoS provides a basis for task scheduling, but it also makes task scheduling problems more complex. In this paper, we present a heuristic scheduling algorithm, named Budget-Deadline Constrained Workflow Scheduling (BDCWS). The algorithm calculates the task priority by a new method to balance the two QoS factors of time and cost, thereby effectively improving the success rate of applications without increasing the algorithm time complexity. Experiments regarding aspects of randomly generated graphs and real-world application graphs are performed, and the results reveal that the BDCWS outperforms the existing algorithms on the both aspects.
引用
收藏
页码:7 / 14
页数:8
相关论文
共 50 条
  • [21] CCA: a deadline-constrained workflow scheduling algorithm for multicore resources on the cloud
    Arash Deldari
    Mahmoud Naghibzadeh
    Saeid Abrishami
    The Journal of Supercomputing, 2017, 73 : 756 - 781
  • [22] Task Merging Based on Scenarios of Functionally Unique Resources for Deadline-Constrained Workflow Scheduling
    Li, Pingping
    Chen, Haopeng
    2020 IEEE INTL SYMP ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, INTL CONF ON BIG DATA & CLOUD COMPUTING, INTL SYMP SOCIAL COMPUTING & NETWORKING, INTL CONF ON SUSTAINABLE COMPUTING & COMMUNICATIONS (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2020), 2020, : 641 - 648
  • [23] Budget and SLA Aware Dynamic Workflow Scheduling in Cloud Computing with Heterogeneous Resources
    Yang, Yifan
    Chen, Gang
    Ma, Hui
    Zhang, Mengjie
    Huang, Victoria
    2021 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC 2021), 2021, : 2141 - 2148
  • [24] DB-ACO: A Deadline-Budget Constrained Ant Colony Optimization for Workflow Scheduling in Clouds
    Tao, Siyuan
    Xia, Yuanqing
    Ye, Lingjuan
    Yan, Ce
    Gao, Runze
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2024, 21 (02) : 1564 - 1579
  • [25] A Budget Constrained Scheduling Algorithm for Workflow Applications
    Arabnejad, Hamid
    Barbosa, Jorge G.
    JOURNAL OF GRID COMPUTING, 2014, 12 (04) : 665 - 679
  • [26] A Budget Constrained Scheduling Algorithm for Workflow Applications
    Hamid Arabnejad
    Jorge G. Barbosa
    Journal of Grid Computing, 2014, 12 : 665 - 679
  • [27] A Fully Hybrid Algorithm for Deadline Constrained Workflow Scheduling in Clouds
    Yang, Liwen
    Xia, Yuanqing
    Ye, Lingjuan
    Gao, Runze
    Zhan, Yufeng
    IEEE TRANSACTIONS ON CLOUD COMPUTING, 2023, 11 (03) : 3197 - 3210
  • [28] Deadline-constrained workflow scheduling in software as a service Cloud
    Abrishami, S.
    Naghibzadeh, M.
    SCIENTIA IRANICA, 2012, 19 (03) : 680 - 689
  • [29] A novel cost-efficient approach for deadline-constrained workflow scheduling by dynamic provisioning of resources
    Singh, Vishakha
    Gupta, Indrajeet
    Jana, Prasanta K.
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 79 : 95 - 110
  • [30] A novel deadline and budget constrained scheduling heuristics for computational grids
    王勇
    R.M.BAHATI
    M.A.BAUER
    JournalofCentralSouthUniversityofTechnology, 2011, 18 (02) : 465 - 472