课题基金 / 基金详情

Database-centric data analysis of molecular simulations

Database-centric data analysis of molecular simulations
以数据库为中心的分子模拟数据分析
批准号:
8643254
负责人:
Yicheng Tu
金额:
$14.12万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2010
资助国家:
美国
项目状态:
已结题
起止时间:
2010-04-15 至 2016-03-31

项目摘要

项目成果

Yicheng Tu的其他基金

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中文摘要
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英文摘要
DESCRIPTION (provided by applicant): Molecular simulations (MS) have become an integral part of molecular and structural biology. By pro- viding model descriptions for biochemical and biophysical processes at nano-scopic scale, MS can provide fundamental understanding of diseases and help discovery of drugs. MS, by their nature, generate large amounts of data. Although many of the MS software are carefully designed to achieve maximum computational performance in simulation, they seriously fall short on storage and handling of the large scale data output. The objective of the proposed research is to use database technologies to improve the efficiency, ease of maintenance, and security of MS data analysis. We propose to accomplish this by developing novel data structures and query processing algorithms in the kernel of the database management system (DBMS), in addition to leveraging the advantages of such systems in their current forms. Based on the success of above database-centric techniques, we will also develop automatic feedback control mechanisms in MS to improve the online tuning of simulations that is needed in studying many biochemical processes. The project has three specific aims: 7 Development of a Database-centric MS (DCMS) data analysis framework that stores simulation data collected from various sources, provides standard application programming interfaces (APIs) for data retrieval, and allows global data access to research community while ensuring fine data security policies. 7 Augmenting DCMS with novel data structures and algorithms for efficient data retrieval and query processing. We focus on creative indexing and data organization techniques, and query processing and optimization strategies. 7 Integration of DCMS and steering-based MS programs into one unified simulation framework that can greatly improve the efficiency of the MS process. This framework will be demonstrated as part of the efforts to solve real biomedical problems. We believe DCMS will produce a revolutionary high throughput technique for MS researchers and accelerate the discovery process in medical research. Such innovations will bring significant intellectual merit from which both the biomedical and database management communities will benefit.
期刊论文(19)
专著(0)
科研奖励(0)
会议论文
DOI: 10.1021/jp409545x
发表时间: 2014-02-13
期刊: The journal of physical chemistry. B
影响因子: --
作者: [Fogarty JC, Chiu SW, Kirby P, Jakobsson E, Pandit SA]
通讯作者: Pandit SA
DOI: 10.1186/s40537-014-0009-5
发表时间: 2015
期刊: Journal of big data
影响因子: 8.1
作者: [Kumar A, Grupcev V, Berrada M, Fogarty JC, Tu YC, Zhu X, Pandit SA, Xia Y]
通讯作者: Xia Y
DOI: 10.1007/s10115-012-0581-y
发表时间: 2013-10-01
期刊: KNOWLEDGE AND INFORMATION SYSTEMS
影响因子: 2.7
作者: [HewaNadungodage, Chandima, Xia, Yuni, Lee, Jaehwan John, Tu, Yi-cheng]
通讯作者: Tu, Yi-cheng
Efficient SDH Computation In Molecular Simulations Data.
分子模拟数据中的高效 SDH 计算。
DOI: 10.1145/2382936.2383010
发表时间: 2012
期刊: ACM-BCB ... ... : the ... ACM Conference on Bioinformatics, Computational Biology and Biomedicine. ACM Conference on Bioinformatics, Computational Biology and Biomedicine
影响因子: --
作者: [Tu,Yi-Cheng, Chen,Shaoping, Pandit,Sagar, Kumar,Anand, Grupcev,Vladimir]
通讯作者: Grupcev,Vladimir
13
    Data Management for Molecule Simulation : A Throughput-Oriented Approach
    • 批准号:
      10799206
    • 项目类别:
    • 资助金额:
      $19.09万
    • 财政年份:
      2021
    • 负责人:
      Yicheng Tu
    • 依托单位:
    Data Management for Molecule Simulation : A Throughput-Oriented Approach
    • 批准号:
      10299289
    • 项目类别:
    • 资助金额:
      $28.77万
    • 财政年份:
      2021
    • 负责人:
      Yicheng Tu
    • 依托单位:
    Data Management for Molecule Simulation : A Throughput-Oriented Approach
    • 批准号:
      10705678
    • 项目类别:
    • 资助金额:
      $28.5万
    • 财政年份:
      2021
    • 负责人:
      Yicheng Tu
    • 依托单位:
    Database-centric data analysis of molecular simulations
    • 批准号:
      8457122
    • 项目类别:
    • 资助金额:
      $16.37万
    • 财政年份:
      2010
    • 负责人:
      Yicheng Tu
    • 依托单位: