作者
Yogesh Sharma, Javid Taheri, Weisheng Si, Daniel Sun, Bahman Javadi
发表日期
2020/9/18
期刊
IEEE Transactions on Sustainable Computing
卷号
6
期号
4
页码范围
641-654
出版商
IEEE
简介
Dependence of computing resources on each other in cloud computing systems (CCS) makes them prone to fail in correlated manner which significantly impacts their service reliability and energy efficiency. Focusing on these two metrics of CCS while considering correlated failures remained an open question, which is the focus of this work. This paper proposes mechanisms for improving reliability and energy efficiency jointly under correlated failures in CCS. In order to model failure correlation, statistical cluster analysis techniques are applied to real failure traces. Then, mathematical models are built to calculate reliability and energy consumption of failure prone CCS. These mathematical models are used to design fault-tolerant and energy-aware resource provisioning mechanisms/policies. In order to further reduce the energy consumption, a correlated failure-aware VM consolidation policy is also proposed in …
引用总数
20212022202320243441
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