Deepprefetcher: A deep learning framework for data prefetching in flash storage devices

GO Ganfure, CF Wu, YH Chang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In today's information-driven world, data access latency accounts for the expensive part of
processing user requests. One potential solution to access latency is prefetching, a …

Pattern-based prefetching with adaptive cache management inside of solid-state drives

J Li, X Xu, Z Cai, J Liao, K Li, B Gerofi… - ACM Transactions on …, 2022 - dl.acm.org
This article proposes a pattern-based prefetching scheme with the support of adaptive cache
management, at the flash translation layer of solid-state drives (SSDs). It works inside of …

Explicit data correlations-directed metadata prefetching method in distributed file systems

Y Chen, C Li, M Lv, X Shao, Y Li… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Metadata performance in distributed file systems (DFS) is critical, due to the following
trends:(a) the growing size of modern storage systems is expected to exceed billions of files …

SGDP: A stream-graph neural network based data prefetcher

Y Yang, R Li, Q Shi, X Li, G Hu, X Li… - 2023 International Joint …, 2023 - ieeexplore.ieee.org
Data prefetching is important for storage system optimization and access performance
improvement. Traditional prefetchers work well for mining access patterns of sequential …

Frequent access pattern-based prefetching inside of solid-state drives

X Xu, Z Cai, J Liao, Y Ishiakwa - … & Test in Europe Conference & …, 2020 - ieeexplore.ieee.org
This paper proposes an SSD-inside data prefetching scheme, which has features of OS-
dependence and use transparency. To be specific, it first mines frequent block access …

HRFP: Highly Relevant Frequent Patterns-Based Prefetching and Caching Algorithms for Distributed File Systems

A Nalajala, T Ragunathan, R Naha, SK Battula - Electronics, 2023 - mdpi.com
Data-intensive applications are generating massive amounts of data which is stored on
cloud computing platforms where distributed file systems are utilized for storage at the back …

Cora: Data correlations-based storage policies for cloud object storage

Y Chen, W Tong, D Feng, Z Wang - Future Generation Computer Systems, 2022 - Elsevier
In a cloud object system, all requests and data are routed through the proxy server, which
limits system performance. Exploiting data correlations to prefetch objects can effectively …

Application and user-specific data prefetching and parallel read algorithms for distributed file systems

A Nalajala, T Ragunathan, R Naha, SK Battula - Cluster Computing, 2024 - Springer
Cloud computing systems are widely used to deploy big data-based applications because of
their high storage and computation capacity. The key component for storage in cloud …

Efficient Prefetching and Client-Side Caching Algorithms for Improving the Performance of Read Operations in Distributed File Systems

A Nalajala, T Ragunathan, R Naha - IEEE Access, 2022 - ieeexplore.ieee.org
Modern web applications are deployed in cloud computing systems because they support
unlimited storage and computing power. One of the main back-end storage components of …

Improving performance of distributed file system through frequent block access pattern-based prefetching algorithm

A Nalajala, T Ragunathan… - 2019 10th …, 2019 - ieeexplore.ieee.org
Prefetching is an important technique used in distributed file system for improving
performance. In this paper, we have proposed a novel frequent access pattern-based …