Strategy-Proof Mechanism for Online Time-Varying Resource Allocation with Restart

被引:0
|
作者
Jixian Zhang
Ning Xie
Xuejie Zhang
Weidong Li
机构
[1] Yunnan University,School of Information Science and Engineering
[2] Yunnan University,School of Mathematics and Statistics
来源
Journal of Grid Computing | 2021年 / 19卷
关键词
Cloud computing; Online mechanism design; Preemptive-restart scheduling; Time-varying resource allocation;
D O I
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中图分类号
学科分类号
摘要
Time-varying resource allocation in which the resource requirements of a job can vary over time is a new challenge in cloud computing. Time-varying resource allocation can be combined with an auction mechanism to improve the social welfare of resource providers. However, existing research results are based on fixed resource requirements and consequently cannot be used in time-varying resource allocation. This paper proposes a creative integer programming model for time-varying resource allocation problems and designs a strategy-proof online auction mechanism that allows jobs to be scheduled in a preemptive-restart mode. The advantage of this approach is that it can respond to high-priority jobs in a timely manner while still executing low-priority jobs with the restart mode. For the resource allocation and scheduling algorithm, we propose dynamic priority based on the dominant resource proportion and valid active time to improve social welfare and resource utilization. Furthermore, we present a payment pricing algorithm based on critical value theory. Finally, we prove that our proposed mechanism is strategy-proof. Our approach is experimentally compared with existing algorithms in terms of execution time, social welfare, resource utilization and job completion ratio.
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