中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
一种新颖的用于异构计算平台的任务调度算法

文献类型:期刊论文

作者江超;  王劲林;  叶晓舟
刊名?International Journal of Innovative Computing, Information and Control (IJICIC)
出版日期2020
期号2页码:701
ISSN号1349-4198
DOI10.24507 / ijicic.16.02.701
英文摘要Efficient task scheduling has always been one of the most critical issues for high performance in heterogeneous computing. The heterogeneity of computation costs on a given set of processors and the communication costs among processors increase the complexity of the scheduling problem. Generally, the application consists of several tasks with dependencies. If the computation costs, task dependencies and communication costs are known a priori, the application can be represented by a static model, namely the directed acyclic graphs (DAG) model. In this paper, we proposed a novel task scheduling algorithm called Penalty Value Based Task Scheduling (PVBTS) for application scheduling problem. The PVBTS algorithm dynamically determines the execution order of tasks according to the penalty value which is computed based on the heterogeneity of execution completion time on a given set of processors. In each step, the PVBTS algorithm maintains a ready list including all the independent tasks, then selects the task with the highest penalty value and maps it to a processor that gives the minimum execution completion time of the task. The PVBTS algorithm uses randomly generated task graphs and some real-world application task graphs to evaluate performance. The experimental results indicate that the PVBTS algorithm outperforms some well-known scheduling algorithms selected for the performance comparison in terms of schedule length (makespan) and efficiency.
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源URL[http://159.226.59.140/handle/311008/9560]  
专题历年期刊论文_2020年期刊论文
作者单位中国科学院声学研究所
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GB/T 7714
江超;王劲林;叶晓舟. 一种新颖的用于异构计算平台的任务调度算法[J]. ?International Journal of Innovative Computing, Information and Control (IJICIC),2020(2):701.
APA 江超;王劲林;叶晓舟.(2020).一种新颖的用于异构计算平台的任务调度算法.?International Journal of Innovative Computing, Information and Control (IJICIC)(2),701.
MLA 江超;王劲林;叶晓舟."一种新颖的用于异构计算平台的任务调度算法".?International Journal of Innovative Computing, Information and Control (IJICIC) .2(2020):701.

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来源:声学研究所

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