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Models for Tear Film Structure, Dynamics and Parameter Identification

Models for Tear Film Structure, Dynamics and Parameter Identification
泪膜结构、动力学和参数识别模型
批准号:
1909846
负责人:
Richard Braun
金额:
$32.5万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-07-01 至 2023-06-30

项目摘要

项目成果

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中文摘要
翻译
2008年,近500万50岁或以上的美国人患有中度至重度干眼症,据认为泪膜功能障碍在这种情况中起主要作用。该项目将开发数学模型,解释泪膜的部分功能,主要研究人员将与领先的验光师密切合作,以实现这一目标。 该项目的一个主要目标是使用数学模型来识别泪膜失效的情况,这通常被称为眼泪破裂。计算机生成的模拟泪液破裂的模型的答案可用于确定无法通过实验测量的局部量;这些量对于理解泪液破裂背后的机制和某些干眼症的原因至关重要。 另一个主要的推力将使用两层流体模型,以了解层的功能比目前已知的要好得多。 脂质层漂浮在水层上;脂质层是比水更复杂的流体,并且可以假设水层像水一样起作用。 新的、更复杂的漂浮脂质层模型将被开发出来:脂质层将被视为所谓的液晶。 我们将一起求解这两层的模型,并将它们与实验结果进行比较。 我们希望解释实验中在眼睛上看到的一些脂质层模式,我们将解决新的数学问题来获得这些解释。 该项目的两个推动力将促进我们对泪膜和干眼症的理解,并促进应用数学。该奖项将通过研究为研究生提供培训。PI将调查薄流体膜模型的动力学,该模型可能适用于人眼泪膜。 这种双层膜有一个油脂质层浮在水层上。越来越多的证据表明,在许多情况下,浮动脂质层是液晶。 然而,基本上没有推导出或解决这种双层膜的模型。 在该项目的第一个主要推力,我们建议开发基本模型的近晶和近晶A型液晶漂浮在水面上。 在该项目的第二个主要推力,我们还开发了参数识别方法的泪膜模型,通过一系列的问题,最终将导致识别物理过程负责观察到的生理泪膜破裂的泪膜。 该项目将利用薄的液晶薄膜和液晶文献,解决这些薄膜的新模型,并证明参数识别方法对计算产生的噪声数据的有效性。 该项目还将涉及验光师,以测试观察数据的理论。 PI将结合联合收割机建模,分析和计算方法,以及我们合作者的实验数据,以促进对由漂浮在牛顿流体(水)上的液晶组成的双层膜的理解。推导这些复杂的模型并在静止和运动域上求解它们是巨大的数学挑战。 例如,PI是不知道的任何延伸流薄膜模型近晶A型液晶,我们将推导和解决模型的自由和浮动的延伸层。 应用参数识别方法来确定膜模型的层次结构的噪声测试数据的参数,将使这些复杂的流体系统中的参数识别。 除了在复杂流体动力学方面的重大成果外,该项目的成果还将使眼表研究人员更好地了解薄膜动力学和泪膜的功能。该奖项反映了NSF的法定使命,并通过使用基金会的知识价值和更广泛的影响审查标准进行评估,被认为值得支持。
英文摘要
In 2008, nearly 5 million Americans age 50 or older suffered from moderate to severe dry eye, and it is thought that dysfunction of the tear film plays a major role in this condition. This project will develop mathematical models that explain how parts of the tear film function, and the principal investigators will work closely with leading optometrists to achieve this goal. One main thrust of the project will use mathematical models as a way to identify the conditions when the tear film fails, which is often called tear breakup. Computer-generated answers to models that simulate tear breakup can be used to determine local quantities in that cannot be measured experimentally; these quantities are crucial to understanding the mechanisms behind tear breakup and the causes for some instances of dry eye. The other main thrust will use two-layer fluid models to understand the function of the layer much better than is currently known. The lipid layer floats atop an aqueous layer; the lipid layer is a more complex fluid than water, and the aqueous layer can be assumed to act like water. New, more complex models for the floating lipid layer will be developed: the lipid layer will be treated as a so-called liquid crystal. We will solve models for the two layers together and compare them to experimental results. We expect to explain some lipid layer patterns seen experimentally on the eye, and we will solve new mathematical problems to obtain these explanations. Both thrusts of the project will advance our understanding of the tear film and dry eye, as well as advance applied mathematics. The award will provide graduate student training through research.The PIs will investigate the dynamics of thin fluid film models that may be applied to the tear film on the human eye. The two-layer film there has an oily lipid layer floating atop an aqueous layer. There is growing evidence that the floating lipid layer is a liquid crystal in many instances. However, there are essentially no models derived or solved for such two-layer films. In the first main thrust of the project, we propose to develop fundamental models for nematic and smectic A liquid crystals floating on water. In the second main thrust of the project, we also develop parameter identification methods for tear film models through a sequence of problems that will ultimately lead to identifying physical processes responsible for observed physiological tear breakup in the tear film. The project will draw upon the thin liquid film and liquid crystal literature, solve new models for these films, and prove the effectiveness of parameter identification methods on noisy data generated computationally. The project will also involve optometrists to test the theories on observed data. The PIs will combine modeling, analytical and computational approaches, together with experimental data from our collaborators, to advance understanding of two-layer films composed of liquid crystals floating on Newtonian fluids (water). Deriving these complex models and solving them on stationary and moving domains are substantial mathematical challenges. For example, the PIs are unaware of any extensional flow thin film models for smectic A liquid crystals; we will derive and solve models for both free and floating extensional layers. Applying parameter identification approaches to determine parameters on noisy test data for a hierarchy of film models will enable identification of parameters in these complex fluid systems. Beyond significant results in dynamics of complex fluids, the results of the project will enable ocular surface researchers to better understand thin film dynamics and the function of the tear film.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.
期刊论文(8)
专著(0)
科研奖励(0)
会议论文
DOI: 10.1063/5.0151809
发表时间: 2023
期刊: Physics of Fluids
影响因子: 4.6
作者: [Taranchuk, M. J., Cummings, L. J., Driscoll, T. A., Braun, R. J.]
通讯作者: Braun, R. J.
DOI: 10.1007/s11538-021-00871-x
发表时间: 2020-10
期刊: Bulletin of Mathematical Biology
影响因子: 3.5
作者: [Rayanne A. Luke;R. Braun;T. Driscoll;Deborah Awisi-Gyau;C. Begley]
通讯作者: Rayanne A. Luke;R. Braun;T. Driscoll;Deborah Awisi-Gyau;C. Begley
DOI: 10.1080/02713683.2022.2098981
发表时间: 2022
期刊: Current Eye Research
影响因子: 2
作者: [King-Smith, Peter Ewen, Begley, Carolyn, Braun, Richard J.]
通讯作者: Braun, Richard J.
Parameter Estimation for Evaporation-Driven Tear Film Thinning
蒸发驱动泪膜变薄的参数估计
DOI: 10.1007/s11538-020-00745-8
发表时间: 2020
期刊: Bulletin of Mathematical Biology
影响因子: 3.5
作者: [Luke, Rayanne A., Braun, Richard J., Driscoll, Tobin A., Begley, Carolyn G., Awisi-Gyau, Deborah]
通讯作者: Awisi-Gyau, Deborah
共 6 条
    Collaborative Research: Tear Film Dynamics: Modeling, Blinking, and Computation
    • 批准号:
      1412085
    • 项目类别:
      Standard Grant
    • 资助金额:
      $37.5万
    • 财政年份:
      2014
    • 负责人:
      Richard Braun
    • 依托单位:
    Modeling Tear Film Dynamics
    • 批准号:
      1022706
    • 项目类别:
      Standard Grant
    • 资助金额:
      $44.43万
    • 财政年份:
      2010
    • 负责人:
      Richard Braun
    • 依托单位:
    Modeling the Blink Cycle and Lipid Dynamics in the Tear Film
    • 批准号:
      0616483
    • 项目类别:
      Standard Grant
    • 资助金额:
      $0.0万
    • 财政年份:
      2006
    • 负责人:
      Richard Braun
    • 依托单位:
    Scientific Computing Research Environments for the Mathematical Sciences (SCREMS)
    • 批准号:
      0322583
    • 项目类别:
      Standard Grant
    • 资助金额:
      $6.85万
    • 财政年份:
      2003
    • 负责人:
      Richard Braun
    • 依托单位:
    国内基金
    海外基金
    RING类E3连接酶TEAR1调控拟南芥叶片发育
    • 批准号:
      31570284
    • 项目类别:
      面上项目
    • 资助金额:
      63.0万元
    • 批准年份:
      2015
    • 负责人:
      秦跟基
    • 依托单位: