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Maximizing Information Freshness in Caching Systems with Limited Cache Storage Capacity

机译:最大化具有有限缓存存储容量的缓存系统中的信息新鲜度

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We consider a cache updating system with a source, a cache with limited storage capacity and a user. There are n files. The source keeps the freshest versions of the files which are updated with known rates. The cache gets fresh files from the source, but it can only store the latest downloaded versions of K files where K ≤ n. The user gets the files either from the cache or from the source. If the user gets the files from the cache, the received files might be outdated depending on the file status at the source. If the user gets the files directly from the source, then the received files are always fresh, but the extra transmission times between the source and the user decreases the freshness at the user. Thus, we study the trade-off between storing the files at the cache and directly obtaining the files from the source at the expense of additional transmission times. We find analytical expressions for the average freshness of the files at the user for both of these scenarios. Then, we find the optimal caching status for each file (i.e., whether to store the file at the cache or not) and the corresponding file update rates at the cache to maximize the overall freshness at the user. We observe that when the total update rate of the cache is high, caching files improves the freshness at the user. However, when the total update rate of the cache is low, the optimal policy for the user is to obtain the frequently changing files and the files that have relatively small transmission times directly from the source.
机译:我们考虑具有源的高速缓存更新系统,高速缓存,具有有限的存储容量和用户。有n个文件。源保留以已知速率更新的文件的最新版本。缓存从源获取新鲜文件,但它只能存储最新的下载版本的K文件,其中k≤n。用户从缓存或从源获取文件。如果用户从缓存中获取文件,则可能会在源处的文件状态时过时的收到文件。如果用户直接从源获取文件,则接收的文件始终是新鲜的,但源和用户之间的额外传输时间降低了用户的新鲜度。因此,我们研究在缓存中存储文件之间的权衡,并直接以额外传输时间从源中获取文件。我们发现分析表达式对于用户对这两个方案的用户的平均新鲜度。然后,我们找到每个文件的最佳缓存状态(即,是否在缓存中存储文件)以及缓存处的相应文件更新速率,以最大化用户的整体新鲜度。我们观察到,当高速缓存的总更新率很高时,缓存文件会提高用户的新鲜度。但是,当高速缓存的总更新率低时,用户的最佳策略是获取频繁更改的文件和直接从源具有相对较小的传输时间的文件。

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