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Integration of Uncertainty Quantification with SCIRun Bioelectric Field Simulation Pipeline

Integration of Uncertainty Quantification with SCIRun Bioelectric Field Simulation Pipeline
不确定性量化与 SCIRun 生物电场模拟流程的集成
批准号:
10406132
负责人:
Rob S. MacLeod
金额:
$22.35万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
已结题
起止时间:
2021-09-17 至 2022-06-30

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Project Summary This project harnesses mature and modern techniques for uncertainty quantification (UQ) from the computational science and mathematics communities and incorporates them into the established biomedical simulation software framework SCIRun. Just as bioelectric simulation models have become increasingly accurate at representing physical processes and geometry, so also has it become increasingly important to understand the uncertainty stemming from ignorance about precise values of model parameters. To our knowledge, success of this project represents one of the first developments of folding in modern UQ techniques into widely used, freely available software pipelines for simulation of bioelectric fields in heart and brain applications. Successful incorporation of established and proven UQ tools into SCIRun will substantially increase the utility of simulation based biomedical predictions in medical practice. Although there is a need in the research community for such tools, the number and nature of users makes commercial development very unlikely. There are no commercial tools specifically for bioelectric field modeling and while some industry uses these tools, their high intellectual cost and limited market keep them well below the threshold for commercial software.
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DOI: 10.1007/s10915-021-01586-w
发表时间: 2021-09-01
期刊: JOURNAL OF SCIENTIFIC COMPUTING
影响因子: 2.5
作者: [Liu, Zexin, Narayan, Akil]
通讯作者: Narayan, Akil
Integration of Uncertainty Quantification with SCIRun Bioelectric Field Simulation Pipeline
  • 批准号:
    10262927
  • 项目类别:
  • 资助金额:
    $22.64万
  • 财政年份:
    2019
  • 负责人:
    Rob S. MacLeod
  • 依托单位:
Integration of Uncertainty Quantification with SCIRun Bioelectric Field Simulation Pipeline
  • 批准号:
    10021662
  • 项目类别:
  • 资助金额:
    $22.83万
  • 财政年份:
    2019
  • 负责人:
    Rob S. MacLeod
  • 依托单位:
Image Based Modeling, Simulation, and Visualization Summer Course for Biomedical
  • 批准号:
    8923315
  • 项目类别:
  • 资助金额:
    $15.13万
  • 财政年份:
    2013
  • 负责人:
    Rob S. MacLeod
  • 依托单位:
Image Based Modeling, Simulation, and Visualization Summer Course for Biomedical
  • 批准号:
    8727083
  • 项目类别:
  • 资助金额:
    $15.26万
  • 财政年份:
    2013
  • 负责人:
    Rob S. MacLeod
  • 依托单位:
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