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2008

A Novel and Generic Model for Synthesizing Disk I/O Traffic Based on The Alpha-stable Process

13 years 5 months ago
A Novel and Generic Model for Synthesizing Disk I/O Traffic Based on The Alpha-stable Process
Obtaining representative and concise I/O workloads for the purpose of projecting the performance of storage systems remains a challenge due to the complex nature of I/O behaviors. Previous studies have shown that disk I/O traffic can be represented as an independent and identically distributed random process in some workloads and a selfsimilar process in others. Additionally, workloads in the presence of self-similarity can exhibit either Gaussian or non-Gaussian characteristics. This paper proposes a new and generic model based on the -stable process to accurately build a synthetic workload representative of I/O traffic in production storage systems. The novelty of this new model is that it has the capability of characterizing both self-similar Gaussian and non-Gaussian workloads. Experimental results show that this model can accurately capture the complex I/O behaviors of real storage systems and more faithful than conventional models, particularly the burstiness and heavy-tail char...
Qiang Zou, Dan Feng, Yifeng Zhu, Hong Jiang
Added 29 Oct 2010
Updated 29 Oct 2010
Type Conference
Year 2008
Where MASCOTS
Authors Qiang Zou, Dan Feng, Yifeng Zhu, Hong Jiang
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