Integration of Uncertainty Quantification with SCIRun Bioelectric Field Simulation Pipeline
Integration of Uncertainty Quantification with SCIRun Bioelectric Field Simulation Pipeline
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
关键词:
AddressAwardBiomedical ComputingBiomedical ResearchBrainClientCloud ComputingCodeCollaborationsCommunitiesComputational ScienceComputer SimulationComputer softwareCoupledData ScienceDevelopmentDiseaseElementsEnvironmentFundingGeometryGoalsGrantHealthHeartImageIndustryInstitutesKnowledgeLinkMathematicsMedicalMethodsMissionModelingModernizationNatureParentsPhasePhysiciansProblem SolvingProcessPythonsReadinessRecording of previous eventsRegistriesResearchResourcesScienceScientistSoftware EngineeringSoftware FrameworkSoftware ToolsStrategic PlanningSystemTechnical ExpertiseTechniquesUncertaintyUnited States National Institutes of Healthbasebioelectricitybiomedical scientistclinical practicecloud basedcomputing resourcescostdesignimprovedinteroperabilityknowledge baselight weightmathematical methodsmodels and simulationopen sourceparent projectphysical processpredictive modelingprototyperesearch and developmentscientific computingsimulationsimulation environmentsimulation softwaresoftware developmentsoftware systemsstemsuccesstoolweb-enabled
中文摘要
点击翻译按钮获取中文摘要
英文摘要
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.
期刊论文(12)
专著(0)
科研奖励(0)
会议论文
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: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:
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:
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:
Image Based Modeling, Simulation, and Visualization Summer Course for Biomedical
-
批准号:8551344
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项目类别:
-
资助金额:$15.57万
-
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:9339697
-
项目类别:
-
资助金额:$15.28万
-
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:9132283
-
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 MANAGEMENT OF ATRIAL FIBRILLATION
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批准号:8363715
-
项目类别:
-
资助金额:$8.88万
-
财政年份:2011
-
负责人:Rob S. MacLeod
-
依托单位:
SIMULATION OF ELECTRIC STIMULATION FOR BONE GROWTH
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批准号:8363711
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项目类别:
-
资助金额:$8.88万
-
财政年份:2011
-
负责人:Rob S. MacLeod
-
依托单位:
SIMULATION
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批准号:8363712
-
项目类别:
-
资助金额:$19.24万
-
财政年份:2011
-
负责人:Rob S. MacLeod
-
依托单位:
SIMULATION OF DEEP BRAIN STIMULATION
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批准号:8363718
-
项目类别:
-
资助金额:$8.88万
-
财政年份:2011
-
负责人:Rob S. MacLeod
-
依托单位:
MATHEMATICAL MODELING AND SIMULATION
-
批准号:8172256
-
项目类别:
-
资助金额:$17.38万
-
财政年份:2010
-
负责人:Rob S. MacLeod
-
依托单位:
COMPUTATION OF ELECTRIC FIELD IN TORSO OF CHILD
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批准号:8172260
-
项目类别:
-
资助金额:$11.59万
-
财政年份:2010
-
负责人:Rob S. MacLeod
-
依托单位:
COMPUTATIONAL TOOLS FOR MULTISCALE HEART MODELING
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批准号:8172258
-
项目类别:
-
资助金额:$11.59万
-
财政年份:2010
-
负责人:Rob S. MacLeod
-
依托单位:
SIMULATION OF ELECTRIC STIMULATION FOR BONE GROWTH
-
批准号:8172263
-
项目类别:
-
资助金额:$11.59万
-
财政年份:2010
-
负责人:Rob S. MacLeod
-
依托单位:
BIOPSE
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批准号:8172262
-
项目类别:
-
资助金额:$11.59万
-
财政年份:2010
-
负责人:Rob S. MacLeod
-
依托单位:
BIOPSE
-
批准号:7957212
-
项目类别:
-
资助金额:$18.04万
-
财政年份:2009
-
负责人:Rob S. MacLeod
-
依托单位:
COMPUTATION OF ELECTRIC FIELD IN TORSO OF CHILD
-
批准号:7957218
-
项目类别:
-
资助金额:$9.02万
-
财政年份:2009
-
负责人:Rob S. MacLeod
-
依托单位:
COMPUTATIONAL TOOLS FOR MULTISCALE HEART MODELING
-
批准号:7957216
-
项目类别:
-
资助金额:$9.02万
-
财政年份:2009
-
负责人:Rob S. MacLeod
-
依托单位:
MATHEMATICAL MODELING AND SIMULATION
-
批准号:7957214
-
项目类别:
-
资助金额:$13.53万
-
财政年份:2009
-
负责人:Rob S. MacLeod
-
依托单位:
海外基金