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A Novel Hot-cold Data Identification Mechanism Based on Multidimensional Data

2022 5th International Conference on Data Science and Information Technology (DSIT)(2022)

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摘要
The effective identification of hot and cold data is crucial to improving system access performance. To address the problem of hot and cold data identification in storage systems, the limitations of the cache replacement mechanism in data storage are studied, and a hot and cold data identification mechanism based on multidimensional data is proposed. The mechanism quantifies the hot and cold data based on three features-access time, access frequency, and data dependency-to achieve the identification of hot and cold data. Experiments show that this mechanism has better recognition accuracy than LFU and LRU algorithms, and the read and write performance is also improved in most cases.
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关键词
hot and cold data,cache replacement,tiered storage
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