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一种多QoS目标约束的云计算任务调度策略
引用本文:邓见光,赵跃龙,袁华强.一种多QoS目标约束的云计算任务调度策略[J].计算机应用研究,2016,33(8).
作者姓名:邓见光  赵跃龙  袁华强
作者单位:东莞理工学院 计算机学院,华南理工大学 计算机科学与工程学院,东莞理工学院 计算机学院
基金项目:国家自然科学基金(61402106)、广东省自然科学基金(2014A030313632)。
摘    要:针对云计算环境下大量用户任务请求各异的服务质量(Quality of Service, QoS)调度目标要求,通过综合考虑云用户任务的截止时间底线、调度预算等QoS目标约束条件以及各类可用资源的性能参数,对任务调度的多QoS目标约束条件进行形式化建模,基于构造的隶属度函数将多QoS目标约束的优化求解问题转化成一个单目标约束的优化问题,对转化后的单目标约束优化问题进行近似求解,最终提出一种多QoS目标约束的云计算任务调度策略。在CloudSim模拟器上的仿真结果表明,提出的多QoS目标约束的云计算任务调度策略总体上优于传统的Min-min算法以及改进的以QoS为导向的Min-min算法。

关 键 词:云计算  任务调度  服务质量(QoS)  截止时间  调度预算
收稿时间:2015/4/14 0:00:00
修稿时间:2016/6/17 0:00:00

A multi-QoS objective constrained task scheduling strategy of cloud computing
DENG Jian-guang,ZHAO Yue-long and YUAN Hua-qiang.A multi-QoS objective constrained task scheduling strategy of cloud computing[J].Application Research of Computers,2016,33(8).
Authors:DENG Jian-guang  ZHAO Yue-long and YUAN Hua-qiang
Affiliation:School of Computer,Dongguan University of Technology,Guangdong Dongguan,School of Computer Science Engineering,South China University of Technology,Guangdong Guangzhou,School of Computer,Dongguan University of Technology,Guangdong Dongguan
Abstract:Focusing on the different task scheduling objectives on quality of service(QoS) proposed by large numbers of users of cloud computing, according to taking the deadline and the scheduling budget of submitted tasks, and the performance parameters of all kinds of available resources into consideration, this paper firstly modeled the multi-QoS objective constraint requirement of submitted tasks formally, then transformed the multi-QoS objective constrained optimization issue into a single objective optimization problem based on the constructed subjection degree function, and finally presented a multi-QoS objective constrained task scheduling strategy of cloud computing after approximating the optimal solution of the transformed single objective optimization problem. The experimental results conducted on the CloudSim simulator demonstrate that the proposed multi-QoS objective constrained task scheduling strategy of cloud computing outperforms the conventional Min-min strategy and the improved QoS-guilded Min-min strategy as a whole.
Keywords:cloud computing  task scheduling  quality of service  deadline  scheduling budget
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