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Accurate high performance computing for nonlinear collisional kinetic theory

Accurate high performance computing for nonlinear collisional kinetic theory
非线性碰撞动力学理论的精确高性能计算
批准号:
1217154
负责人:
Irene Gamba
金额:
$16.77万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2012
资助国家:
美国
项目状态:
已结题
起止时间:
2012-09-15 至 2015-08-31

项目摘要

项目成果

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中文摘要
翻译
这项工作将实现、分析和测试非线性碰撞动力学方程的精确数值格式及其向高性能计算的扩展。动力学方程在介观水平上描述物理系统,其中粒子之间存在大量相互作用,但它们的频率不足以被描述为连续体。在相空间的每一点上,一个非线性积分项模拟了与系统中所有其他粒子相互作用的影响。由于相互作用及其维数的微妙守恒结构,该积分的计算困难且昂贵,但它具有许多特性,使其非常适合并行计算。这项工作旨在通过将保守谱数值方法应用于大规模并行计算机体系结构来克服动力学模型中碰撞积分项的计算瓶颈,并将研究如何随着计算节点的增加而扩展。提出的工作将通过对系统中的输运项应用高阶空间和时间离散来进一步改进该方法,这在以前由于评估碰撞项的费用而不可行的,以及研究降低集成复杂性的方法以进一步提高效率。它还将仔细研究速度域截止和正交计算的精度顺序。本工作将保守谱方法扩展到角碰撞模型的各向异性情况,特别是放牧碰撞(朗道)极限及其在碰撞等离子体模型中的应用。最后,本工作将尝试扩展渐近保持格式的思想,以有效地计算刚性区域中的碰撞项。许多重要的科学问题可以在分子水平上描述为单个粒子的弹跳,每个粒子都有自己的速度和方向。这些粒子彼此之间以及其他物体之间通过碰撞交换能量和动量而相互作用,这些相互作用的平均行为可以被感觉为风,例如。动力学模型描述的问题是,粒子密度足够低,碰撞效应在问题的动力学中很重要,但没有强到可以简单地使用平均行为来描述演化。动力学模型可以描述各种各样的应用,如纳米和微尺度设备的设计,等离子体物理中的能量应用,如半导体和核聚变,以及航天器和卫星的大气层再入。除了物理应用之外,这些模型还可以用于生物和社会动态的建模,例如密闭空间中人群的动态,或者对动物的群集和放牧进行建模,这可能涉及安全和环境利益。这项工作将开发新的仿真工具,能够利用高性能计算资源对以前计算上不可行的问题进行高精度模拟,这可以提供更广泛的动力学应用视野。
英文摘要
This work will implement, analyze, and benchmark accurate numerical schemes for nonlinear collisional kinetic equations and their extension to high performance computing. Kinetic equations describe physical systems at the mesoscopic level, where there are large numbers of interactions between particles but they are not frequent enough to be described as a continuum. At each point in phase space a nonlinear integral term models the effect of interactions with all of the other particles in the system. This integral is difficult and expensive to evaluate due to the delicate conservation structure of the interactions and its dimensionality, however it has many properties that makes it well-suited for parallel computation. This work seeks to overcome the computational bottleneck of the collisional integral term in kinetic models by adapting a conservative spectral numerical method to massively parallel computer architectures, and will investigate how this scales with increasing computational nodes. The proposed work will further enhance the method by applying high order space and time discretization to the transport terms in the system, which was previously infeasible due to the expense of evaluating the collision term, as well as investigating methods for reducing the complexity of the integration for further efficiency. It will also carefully investigate the order of accuracy of computation with regards to the velocity domain cutoff and quadrature. This work will extend the conservative spectral method to the case of anisotropic in angle collisional models, in particular the grazing collisions (Landau) limit and applications to collisional plasma models. Finally, this work will attempt to extend the ideas of asymptotic-preserving schemes to efficiently compute the collision term in stiff regimes.Many important problems in science can be described at the molecular level as individual particles bouncing around, each with its speed and direction. These particles interact with each other as well as other objects through collisions that exchange energy and momentum, and the average behavior of these interactions can be felt as wind, for example. Kinetic models describe problems where particle density is low enough that collisional effects matter in the dynamics of the problem, but is not so strong that one can simply use the average behavior to describe the evolution. Kinetic models can characterize a wide variety of applications such as design of nano- and micro-scale devices, energy applications in plasma physics such as semiconductors and nuclear fusion, and atmospheric re-entry for spacecraft and satellites. In addition to physical applications, these models can be used for the modeling of biological and social dynamics, such as the dynamics of crowds in confined spaces, or modeling the flocking and herding of animals, which could be of security and environmental interest. This work will develop new simulation tools that are able to leverage high performance computing resources to perform high accuracy simulation of problems that were previously computationally infeasible, which can provide a broader view of kinetic applications.
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会议论文
Collisional Kinetic Transport: Analysis and Numerical Methods
  • 批准号:
    2009736
  • 项目类别:
    Standard Grant
  • 资助金额:
    $34.5万
  • 财政年份:
    2020
  • 负责人:
    Irene Gamba
  • 依托单位:
Non-local Kinetic Collisional Transport: Analysis and Numerical Methods
  • 批准号:
    1715515
  • 项目类别:
    Standard Grant
  • 资助金额:
    $31.0万
  • 财政年份:
    2017
  • 负责人:
    Irene Gamba
  • 依托单位:
Pan-American Conference on Differential Equations and Non-linear Analysis
  • 批准号:
    1446125
  • 项目类别:
    Standard Grant
  • 资助金额:
    $3.0万
  • 财政年份:
    2015
  • 负责人:
    Irene Gamba
  • 依托单位:
The Kinetics of Interacting Particle Systems: Theory and Numerical Methods
  • 批准号:
    1413064
  • 项目类别:
    Continuing Grant
  • 资助金额:
    $24.0万
  • 财政年份:
    2014
  • 负责人:
    Irene Gamba
  • 依托单位:
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  • 项目类别:
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  • 资助金额:
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  • 批准年份:
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  • 负责人:
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  • 依托单位:
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  • 批准号:
    60373013
  • 项目类别:
    面上项目
  • 资助金额:
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  • 批准年份:
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