Model order reduction and sensitivity analysis for complex heat transfer simulations inside the human eyeball.

IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL
Thomas Saigre, Christophe Prud'homme, Marcela Szopos
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引用次数: 0

Abstract

Heat transfer in the human eyeball, a complex organ, is significantly influenced by various pathophysiological and external parameters. Particularly, heat transfer critically affects fluid behavior within the eye and ocular drug delivery processes. Overcoming the challenges of experimental analysis, this study introduces a comprehensive three-dimensional mathematical and computational model to simulate the heat transfer in a realistic geometry. Our work includes an extensive sensitivity analysis to address uncertainties and delineate the impact of different variables on heat distribution in ocular tissues. To manage the model's complexity, we employed a very fast model reduction technique with certified sharp error bounds, ensuring computational efficiency without compromising accuracy. Our results demonstrate remarkable consistency with experimental observations and align closely with existing numerical findings in the literature. Crucially, our findings underscore the significant role of blood flow and environmental conditions, particularly in the eye's internal tissues. Clinically, this model offers a promising tool for examining the temperature-related effects of various therapeutic interventions on the eye. Such insights are invaluable for optimizing treatment strategies in ophthalmology.

针对人眼球内部复杂传热模拟的模型阶数缩减和敏感性分析。
人类眼球是一个复杂的器官,其传热受到各种病理生理和外部参数的显著影响。特别是,热传递对眼球内的流体行为和眼部给药过程有着至关重要的影响。本研究克服了实验分析的挑战,引入了一个全面的三维数学和计算模型,以模拟真实几何形状中的热传递。我们的工作包括广泛的敏感性分析,以解决不确定性问题,并确定不同变量对眼部组织热分布的影响。为了控制模型的复杂性,我们采用了一种非常快速的模型还原技术,该技术具有经过认证的尖锐误差边界,在确保计算效率的同时不影响精度。我们的结果表明与实验观测结果非常一致,并与现有文献中的数值研究结果密切吻合。最重要的是,我们的发现强调了血流和环境条件的重要作用,尤其是在眼球内部组织中。在临床上,该模型为研究各种治疗干预措施对眼部的温度相关影响提供了一种很有前景的工具。这些见解对于优化眼科治疗策略非常宝贵。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
International Journal for Numerical Methods in Biomedical Engineering
International Journal for Numerical Methods in Biomedical Engineering ENGINEERING, BIOMEDICAL-MATHEMATICAL & COMPUTATIONAL BIOLOGY
CiteScore
4.50
自引率
9.50%
发文量
103
审稿时长
3 months
期刊介绍: All differential equation based models for biomedical applications and their novel solutions (using either established numerical methods such as finite difference, finite element and finite volume methods or new numerical methods) are within the scope of this journal. Manuscripts with experimental and analytical themes are also welcome if a component of the paper deals with numerical methods. Special cases that may not involve differential equations such as image processing, meshing and artificial intelligence are within the scope. Any research that is broadly linked to the wellbeing of the human body, either directly or indirectly, is also within the scope of this journal.
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