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- W2511876873 abstract "The data volume of many scientific applications has substantially increased in the past decade and continues to increase due to the rising needs of high-resolution and fine- granularity scientific discovery. The data movement between storage and compute nodes has become a critical performance factor and has attracted intense research and development attention in recent years. In this paper, we propose a novel solution, named Active burst-buffer, to reduce the unnecessary data movement and to speed up scientific workflow. Active burst-buffer enhances the existing burst-buffer concept with analysis capabilities by reconstructing the cached data to a logic file and providing a MapReduce-like computing framework for programming and executing the analysis codes. An extensive set of experiments were conducted to evaluate the performance of Active burst-buffer by comparing it against existing mainstream schemes, and more than 30% improvements were observed. The evaluations confirm that Active burst-buffer is capable of enabling efficient data analysis in-transit on burst-buffer nodes and is a promising solution to scientific discoveries with large-scale data sets." @default.
- W2511876873 created "2016-09-16" @default.
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- W2511876873 date "2016-08-01" @default.
- W2511876873 modified "2023-09-25" @default.
- W2511876873 title "Active Burst-Buffer: In-Transit Processing Integrated into Hierarchical Storage" @default.
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- W2511876873 doi "https://doi.org/10.1109/nas.2016.7549390" @default.
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