DMS-EPSRC Collaborative Research: Sharp Large Deviation Estimates of Fluctuations in Stochastic Hydrodynamic Systems
DMS-EPSRC Collaborative Research: Sharp Large Deviation Estimates of Fluctuations in Stochastic Hydrodynamic Systems
批准号:
2012510
负责人:
Eric Vanden-Eijnden
金额:
$22.85万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-08-15 至 2023-07-31
中文摘要
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英文摘要
Extreme events can be highly impactful. They are typically rare, which is fortunate if their consequences are negative on society, but also makes them difficult to predict. The focus of this project is to develop computational tools that can be applied to gain understanding of how extreme events occur in complex stochastic systems. Examples are models for the forecasting of extreme weather-related events like tropical storms and flooding as well as the spread of pollutants in case of ocean oil spills. These tools will enable researchers to ask questions beyond what is currently possible. This will lead to transformative improvement of current predictive models, which is essential for efficient management of natural and man-made disasters. Further applications include the characterization of extreme events in stochastic models that behave similar to fluids, for example in the context of epidemics, traffic, and star formation. This collaborative project will support one graduate student per year at NYU.Rare events are difficult to observe in controlled (numerical or physical) experiments, even for low-dimensional systems. The difficulty increases with the number of degrees of freedom, which makes high-dimensional systems even harder to analyze — fluids described by stochastic hydrodynamic models are a particular example of interest. As a result the questions that researchers can ask in order to gain insights about extreme events in these systems are often limited. The goal of this project is to analyze rare but important events in complex systems by developing new mathematical and computational tools to establish their most likely way of occurrence and calculate sharp asymptotic estimates (with prefactor included) of their probability and recurrence time. The aim is to create a toolbox applicable to a wide range of models with a large number of degrees of freedom described by stochastic partial differential equations (PDEs), like advection-diffusion equations and Navier-Stokes equations, and transferable across disciplinary borders. These tools will be applied to stochastic hydrodynamic systems in order to gain deeper insights of classical turbulence. In addition, the efficiency of this novel approach will be demonstrated in the context of real-world applications, in particular the advection of pollutants and the capsizing of ships.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
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Statistical and Computational Foundations of Deep Generative Models
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批准号:2134216
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项目类别:Continuing Grant
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资助金额:$115.0万
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财政年份:2021
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负责人:Eric Vanden-Eijnden
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依托单位:
Collaborative Research: Computation of instantons in complex nonlinear systems.
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批准号:1522767
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项目类别:Standard Grant
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资助金额:$10.0万
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财政年份:2016
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负责人:Eric Vanden-Eijnden
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依托单位:
Collaborative Research: On-the-fly free energy parameterization in molecular simulations
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批准号:1207432
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项目类别:Standard Grant
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资助金额:$19.84万
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财政年份:2012
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负责人:Eric Vanden-Eijnden
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依托单位:
Numerical methods for the moving contact line problem
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批准号:1114827
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项目类别:Standard Grant
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资助金额:$17.97万
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财政年份:2011
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负责人:Eric Vanden-Eijnden
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依托单位:
Workshop on Modern Perspectives in Applied Mathematics; New York City, NY
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批准号:0904087
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项目类别:Standard Grant
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资助金额:$3.0万
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财政年份:2009
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负责人:Eric Vanden-Eijnden
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依托单位:
Collaborative Research: Multiscale Methods for the Molecular Simulation of Sensory Mechanotransduction Channels
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批准号:0718172
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项目类别:Standard Grant
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资助金额:$12.52万
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财政年份:2007
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负责人:Eric Vanden-Eijnden
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依托单位:
AMC-SS: Theory and Modeling of Rare Events
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批准号:0708140
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项目类别:Standard Grant
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资助金额:$36.67万
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财政年份:2007
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负责人:Eric Vanden-Eijnden
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依托单位:
CAREER: Transition Pathways in Complex Systems. Theory and Numerical Methods.
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批准号:0239625
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项目类别:Standard Grant
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资助金额:$54.0万
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财政年份:2003
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负责人:Eric Vanden-Eijnden
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依托单位:
Statistical Description of Stochastic Dynamical Systems
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批准号:0209959
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项目类别:Standard Grant
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资助金额:$11.5万
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财政年份:2002
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负责人:Eric Vanden-Eijnden
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依托单位:
海外基金