CSR: Small: Cost Effective, High Performance Solutions Using Erasure Codes for Big Data Management in Large Data Centers
CSR: Small: Cost Effective, High Performance Solutions Using Erasure Codes for Big Data Management in Large Data Centers
批准号:
1700719
负责人:
Xubin He
金额:
$7.11万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2016
资助国家:
美国
项目状态:
已结题
起止时间:
2016-08-15 至 2017-08-31
中文摘要
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英文摘要
Data and I/O availability is an increasing concern in todayÕs large data centers where both data volume and complexity are increasing dramatically. Most existing solutions are based on multi-replication techniques to provide data redundancy, where data chunks are replicated across storage server nodes. However, multi-replication techniques are insufficient to manage big data: itÕs a big challenge to efficiently replicate N copies of a data set of tens-to-hundreds of petabytes! As an alternative solution, erasure codes tolerating multiple failures can provide reliability and availability at much lower cost. However, the biggest challenge using erasure codes to manage big data is the performance problem due to the complex encoding/decoding operations, which limits the application of erasure codes in large-scale data centers. This project develops cost effective techniques to exploit erasure codes to achieve high availability and enhance performance in large data centers to efficiently manage big data via several research innovations. This project cohesively investigates how to utilize proper spatial cost and system/architecture techniques to improve the overall data access performance of server clusters built upon erasure codes. This research has fundamental contributions to pave the way to efficiently deploy data centers using erasure codes. It has potential to benefit numerous big data applications such as online searching, social network, e-business, health care, and so on which are typically data intensive.
期刊论文(1)
专著(0)
科研奖励(0)
会议论文
SELF: A High Performance and Bandwidth Efficient Approach to Exploiting Die-Stacked DRAM as Part of Memory
SELF:一种利用裸片堆叠 DRAM 作为内存一部分的高性能和带宽高效方法
DOI:
10.1109/mascots.2017.23
发表时间:
2017
期刊:
and Simulation of Computer and Telecommunication Systems (MASCOTS
影响因子:
--
作者:
[Guo, Yuhua, Liu, Qing, Xiao, Weijun, Huang, Ping, Podhorszki, Norbert, Klasky, Scott, He, Xubin]
通讯作者:
He, Xubin
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批准号:1320349
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批准号:1218960
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项目类别:Standard Grant
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资助金额:$43.2万
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财政年份:2010
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依托单位:
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批准号:0937850
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项目类别:Standard Grant
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依托单位:
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批准号:0720617
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依托单位:
国内基金
海外基金
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