As TSYS School computer science professor Yi Zhou and his colleagues from Jinan University and the University of Maine explain in their new study, data deduplication has been widely used in backup storage systems to improve storage utilization and extend device lifetime by reducing data writes. Inline deduplication, in particular, removes redundant data in real-time as data is being sent to the storage system. However, it causes data fragmentation, meaning that logically consecutive chunks are physically scattered across various containers after data deduplication. Many existing rewrite algorithms aim to alleviate the performance degradation due to fragmentation by rewriting fragmented duplicate chunks as unique chunks into new containers. Unfortunately, these algorithms determine whether a chunk is fragmented based on a simple pre-set fixed value, ignoring the variance of data characteristics between data segments. This means that when backups are restored, they often fail to select an appropriate set of old containers for rewrite, generating a substantial number of invalid chunks in retrieved containers. To address this issue, Zhou and his colleagues propose an inline deduplication approach for storage systems, called InDe, which detects valid container utilization and dynamically adjusts the number of old container references in each segment. InDe is designed to improve restore performance while maintaining high backup performance by identifying appropriate containers for the rewrite. Lastly, Zhou and his colleagues are able to evaluate InDe using three real-world backup workloads. The experimental results presented in the study, which appears in the current issue of ACM Transactions on Storage, show that compared to two other state-of-the-art algorithms, InDe improves restore speed by 1.3 to 2.4 times while also achieving similar backup performance.
CSU Head Women's Soccer Coach Jay Entlich recently released a list of CSU faculty who have been chosen by a player as a member of the CSU faculty who has impacted the player in a positive way along their journey at CSU. Four Turner College faculty were included on the list, along with the player who nominated each. Management professor Phil Bryant was named by Sophia Leal , a freshman midfielder from Oxford, Georgia. Sophia attended Eastside High School and was a two-time all-region selection during her high school career. Through the first 10 games of 2024, she has scored one goal and recorded three assists. Next, management professor John Finley was named by Lizz Forshaw , a graduate student forward from Stockton, England. Lizz, who attended IMG Academy in south Florida, has scored four goals and recorded four assists this season. During her senior year in 2023, she scored three goals and recorded two assists. As a junior in 2022, Lizz scored three goals ...
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