Heuristic Scheduling Method with the Importance of Earlier Tasks for Deadline Constrained Workflows in Clouds

Liwen Yang, Yuanqing Xia*, Lingjuan Ye

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

4 引用 (Scopus)

摘要

Cloud has gradually become a more popular platform for executing scientific workflow applications due to its unique features. However, how to effectively schedule scientific workflows in clouds to minimize execution cost under a deadline constraint remains a critical problem. And in this problem, deadline distribution strategy plays a key role. In this paper, a new deadline distribution strategy with level importance rate is proposed. Based on this, we propose a heuristic scheduling method, named LIRHM. LIRHM prioritizes tasks by their upward ranks and distributes the deadline to each task as its sub-deadline using the proposed deadline distribution strategy, then maps each task to the best VM instance which meets its sub-deadline and minimizes workflow execution cost. Compared to four methods with different deadline distribution strategies, experiments on five real-word scientific workflows show the effectiveness of LIRHM and the importance of earlier tasks on deadline distribution strategy. In addition, we analyze the performance difference of different deadline distribution strategies on each workflow.

源语言英语
主期刊名Proceedings of the 40th Chinese Control Conference, CCC 2021
编辑Chen Peng, Jian Sun
出版商IEEE Computer Society
2402-2407
页数6
ISBN(电子版)9789881563804
DOI
出版状态已出版 - 26 7月 2021
活动40th Chinese Control Conference, CCC 2021 - Shanghai, 中国
期限: 26 7月 202128 7月 2021

出版系列

姓名Chinese Control Conference, CCC
2021-July
ISSN(印刷版)1934-1768
ISSN(电子版)2161-2927

会议

会议40th Chinese Control Conference, CCC 2021
国家/地区中国
Shanghai
时期26/07/2128/07/21

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