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Computational Methods in Applications of Nonlinear Dynamics

Computational Methods in Applications of Nonlinear Dynamics
非线性动力学应用中的计算方法
批准号:
0508175
负责人:
Timothy Sauer
金额:
$21.98万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2005
资助国家:
美国
项目状态:
已结题
起止时间:
2005-06-01 至 2010-08-31

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中文摘要
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英文摘要
In recent years, modeling of dynamic phenomena in engineering and science, from high-energy lasers to weather prediction, has dramatically increased in accuracy due to more sophisticated treatment of nonlinear effects. The field of nonlinear dynamics, which is focused on exactly how to carry out the improvements, has experienced a parallel increase in importance. However, more accurate modeling leads to more delicate computational simulations. One focus of this project is to investigate issues of validity of computer simulations. We plan to study the interaction between nonlinear dynamics and computer arithmetic, that surprisingly often proves to have a major impact on simulation outcomes.The second focus of the project is research on fundamental questions in the interpretation of experimental multivariate time series and spike train data, including data from physical experiments, epileptic seizures, and signal processing. Complex deterministic time series are being identified in physical, chemical, engineering and biological/medical settings. Techniques will be developed to reconstruct the dynamical behavior of the process, with potential to predict or control the process.The broader impact of the project derives from integration of the research topics in the PI's undergraduate and graduate teaching, the support of graduate student research, and the enhancement of research infrastructure through collaboration with non-mathematician collaborators. There are close connections between the fundamental questions posed in the proposal and introductory numerical analysis and dynamical systems at the undergraduate and graduate levels; the PI has co-authored a text on the latter topic and is finishing an undergraduate text on the former (publication expected Dec. 2005), demonstrating an ongoing commitment to transferring benefits of research into teaching.
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Computational Methods for Hierarchical Manifold Learning
  • 批准号:
    1723175
  • 项目类别:
    Standard Grant
  • 资助金额:
    $33.0万
  • 财政年份:
    2017
  • 负责人:
    Timothy Sauer
  • 依托单位:
BIGDATA: Small: DA: Dynamical diffusion map methods for high dimensional data
  • 批准号:
    1250936
  • 项目类别:
    Continuing Grant
  • 资助金额:
    $45.12万
  • 财政年份:
    2013
  • 负责人:
    Timothy Sauer
  • 依托单位:
Computational Methods and Data Assimilation in Nonlinear Dynamics
  • 批准号:
    1216568
  • 项目类别:
    Standard Grant
  • 资助金额:
    $9.0万
  • 财政年份:
    2012
  • 负责人:
    Timothy Sauer
  • 依托单位:
Computational Methods in Applied Nonlinear Dynamical Systems
  • 批准号:
    0811096
  • 项目类别:
    Standard Grant
  • 资助金额:
    $8.94万
  • 财政年份:
    2008
  • 负责人:
    Timothy Sauer
  • 依托单位:
国内基金
海外基金
Computational Methods for Analyzing Toponome Data