GridDB-Lite: Database Support for Data-Driven Scientific Applications in the Grid
GridDB-Lite: Database Support for Data-Driven Scientific Applications in the Grid
批准号:
0330612
负责人:
Joel Saltz
金额:
$40.3万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2003
资助国家:
美国
项目状态:
已结题
起止时间:
2003-10-01 至 2006-09-30
中文摘要
这个项目的目的是开发一个中间件框架,以便能够高效地执行查询,以便在分布式环境中从大型科学数据集中提取感兴趣的数据。该项目将开发和评估一个中间件基础设施--网格数据库-Lite(GridDB-Lite),以支持网格中的以下基本数据库操作:从分布在不同存储系统中的数据集选择感兴趣的数据;将数据从存储系统传输到计算节点进行处理。该体系结构将利用两个开发的框架:活动数据存储库和DataCutter。该项目还将:设计一个框架,纳入查询科学数据集的对象关系模型;开发高效的算法;检查分布式环境中大型数据集的索引和分散方法;开发和评估算法,将选定的数据集子集从分布式存储集群高效传输到目标计算集群上的处理器内存或磁盘。广泛影响和智力优势-本研究项目提出解决与大规模数据分析的关键步骤有关的问题,即从大型分布式数据集中提取感兴趣的数据。随着数据集规模的持续增长,这一步骤的有效解决方案对于在网格中大规模部署数据分析将变得越来越重要。该项目还将对教学和人力资源开发产生重大影响。作为生物医学信息学系课程的一部分,建议书将开设一门关于大规模数据管理和操纵的课程(BMI731)。这门课程让生物医学信息学的学生接触网格技术,并使计算机科学家能够发现新的数据密集型网格应用程序。本课程的学生将获得GridDB-Lite的经验,并将接触到应用程序开发。该项目的大部分资金将用于支持博士生,并培训他们在计算机科学领域做出长期研究贡献。
英文摘要
The purpose of this project is to develop a middleware framework to enable efficient execution of queries for extracting the data of interest from large scientific datasets in a distributed environment. The project will develop and evaluate a middleware infrastructure, Grid Database-Lite (GridDB-Lite), to support the following basic database operations in the Grid: selection of the data of interest from datasets distributed among disparate storage systems; and transfer of data from storage systems to compute nodes for processing. The architecture will leverage two developed frameworks: Active Data Repository and DataCutter. The project will also: design a framework to incorporate an object-relational model for querying scientific datasets; develop algorithms for efficient; examine methods for indexing and declustering of large datasets in a distributed environment; and develop and evaluate algorithms for efficient transfer of selected subsets of datasets from distributed storage clusters to processor memories or disks on destination compute clusters.Broader impact and Intellectual merit - This research project proposes to address issues that pertain to a key step in large scale data analysis, which is the extraction of the data of interest from large, distributed datasets. As dataset sizes continue to grow, an efficient solution to this step will be increasingly important to wide-scale deployment of data analysis in the Grid. This project will also have a significant impact on teaching and human resource development. As part of the curriculum in the Biomedical Informatics Department, the proposers will offer a course (BMI731) on large-scale data management and manipulation. This course exposes students in biomedical informatics to grid technologies, and enables computer scientists to discover new data-intensive grid applications. Students in this course will gain experience with GridDB-Lite and will be exposed to application development. A majority of funds in this project will be used to support Ph.D students, and to train them to make long-term research contributions in computer science.
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会议论文
CSR---AES: Collaborative Research: Intelligent Optimization of Parallel and Distributed Applications (WP2)
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批准号:0917775
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项目类别:Continuing Grant
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资助金额:$12.45万
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财政年份:2008
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负责人:Joel Saltz
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依托单位:
Tightly-coupled Heterogeneous Supercomputing
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批准号:0703139
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项目类别:Standard Grant
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资助金额:$3.02万
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财政年份:2007
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负责人:Joel Saltz
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依托单位:
CSR---AES: Collaborative Research: Intelligent Optimization of Parallel and Distributed Applications (WP2)
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批准号:0615155
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项目类别:Continuing Grant
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资助金额:$25.3万
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财政年份:2006
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负责人:Joel Saltz
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依托单位:
CSR---AES: Collaborative Research: Intelligent Design and Optimization of Parallel and Distributed Applications
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批准号:0509326
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项目类别:Standard Grant
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资助金额:$5.0万
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财政年份:2005
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负责人:Joel Saltz
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依托单位:
ITR: Collaborative Research (ASE+EVS)-(dmc+sim): Data Driven Simulation of the Subsurface: Optimization and Uncertainty Estimation
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批准号:0426241
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项目类别:Standard Grant
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资助金额:$22.0万
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财政年份:2004
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负责人:Joel Saltz
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依托单位:
International Workshop on Dynamic Data Driven Application Systems as a Mechanism to Foster International Collaboration, Melbourne, Australia
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批准号:0332988
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项目类别:Standard Grant
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资助金额:$2.0万
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财政年份:2003
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负责人:Joel Saltz
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依托单位:
Collaborative Research: ITR/AP&IM "A Data Intense Challenge: The Instrumented Oilfield of the Future"
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批准号:0121177
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项目类别:Continuing Grant
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资助金额:$22.5万
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财政年份:2001
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负责人:Joel Saltz
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依托单位:
Automated Methods for Runtime Performance Optimization for Sparse and Irregular Numeric Applications
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批准号:8819374
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项目类别:Continuing Grant
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资助金额:$14.2万
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财政年份:1989
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负责人:Joel Saltz
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依托单位:
海外基金