Task Scheduling for Multi-Cloud Computing Subject to Security and Reliability Constraints

doi:10.1109/JAS.2021.1003934

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	Task Scheduling for Multi-Cloud Computing Subject to Security and Reliability Constraints
	Qing-Hua Zhu; Huan Tang; Jia-Jie Huang; Yan Hou
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2021
卷号	8 期号:4 页码:848-865
摘要	The rise of multi-cloud systems has been spurred. For safety-critical missions, it is important to guarantee their security and reliability. To address trust constraints in a heterogeneous multi-cloud environment, this work proposes a novel scheduling method called matching and multi-round allocation (MMA) to optimize the makespan and total cost for all submitted tasks subject to security and reliability constraints. The method is divided into two phases for task scheduling. The first phase is to find the best matching candidate resources for the tasks to meet their preferential demands including performance, security, and reliability in a multi-cloud environment; the second one iteratively performs multiple rounds of re-allocating to optimize tasks execution time and cost by minimizing the variance of the estimated completion time. The proposed algorithm, the modified cuckoo search (MCS), hybrid chaotic particle search (HCPS), modified artificial bee colony (MABC), max-min, and min-min algorithms are implemented in CloudSim to create simulations. The simulations and experimental results show that our proposed method achieves shorter makespan, lower cost, higher resource utilization, and better trade-off between time and economic cost. It is more stable and efficient.
关键词	Multi-cloud environment multi-quality of service (QoS) reliability security task scheduling
DOI	10.1109/JAS.2021.1003934
引用统计	被引频次：69[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/43952
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Qing-Hua Zhu,Huan Tang,Jia-Jie Huang,et al. Task Scheduling for Multi-Cloud Computing Subject to Security and Reliability Constraints[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(4):848-865.
APA	Qing-Hua Zhu,Huan Tang,Jia-Jie Huang,&Yan Hou.(2021).Task Scheduling for Multi-Cloud Computing Subject to Security and Reliability Constraints.IEEE/CAA Journal of Automatica Sinica,8(4),848-865.
MLA	Qing-Hua Zhu,et al."Task Scheduling for Multi-Cloud Computing Subject to Security and Reliability Constraints".IEEE/CAA Journal of Automatica Sinica 8.4(2021):848-865.

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文件名称/大小	文献类型	版本类型	开放类型	使用许可
JAS-2020-1107.pdf（9660KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载