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Highly Parallel Direct Solvers for Sparse Linear Systems

Highly Parallel Direct Solvers for Sparse Linear Systems
稀疏线性系统的高度并行直接求解器
批准号:
9423082
负责人:
Vipin Kumar
金额:
$19.15万
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
1995
资助国家:
美国
项目状态:
已结题
起止时间:
1995-07-01 至 1999-04-30

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英文摘要
Direct methods for solving sparse linear systems are because of their generality and robustness. For linear systems arising in certain applications, such as linear programming and some engineering applications, they are the only feasible methods for numerical factorization. This project is developing a scalable parallel direct solver for solving sparse symmetric-positive definite(SPD) systems of linear equations, and is investigating its utility and effectiveness in the context of linear programming problems and least square problems. A highly parallel formulation of the factorization phase of the direct solver for SPD systems has been developed. This is being extended to the other three phases (ordering, symbolic factorization and triangular system solving) of a complete scalable parallel direct solver. Parallel formulations are being investigated on a variety of hardware platforms, including traditional MPPs such as CM5 and Cray T3D, as well as clusters of DEC and IBM workstations. The parallel algorithms are being implemented in a portable form using a programming library that supports collective communication, and will be made available to researchers and practitioners elsewhere.
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III: Medium: Advancing Deep Learning for Inverse Modeling
  • 批准号:
    2313174
  • 项目类别:
    Standard Grant
  • 资助金额:
    $120.0万
  • 财政年份:
    2023
  • 负责人:
    Vipin Kumar
  • 依托单位:
Conference: NSF Workshop on AI-Enabled Scientific Revolution
  • 批准号:
    2309660
  • 项目类别:
    Standard Grant
  • 资助金额:
    $5.0万
  • 财政年份:
    2023
  • 负责人:
    Vipin Kumar
  • 依托单位:
Collaborative Research: Knowledge Guided Machine Learning: A Framework for Accelerating Scientific Discovery
  • 批准号:
    1934721
  • 项目类别:
    Continuing Grant
  • 资助金额:
    $66.38万
  • 财政年份:
    2019
  • 负责人:
    Vipin Kumar
  • 依托单位:
I-Corps: Geospatial Analytics
  • 批准号:
    1842974
  • 项目类别:
    Standard Grant
  • 资助金额:
    $5.0万
  • 财政年份:
    2018
  • 负责人:
    Vipin Kumar
  • 依托单位:
国内基金
海外基金
强流低能加速器束流损失机理的Parallel PIC/MCC算法与实现