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On the impact of modelling assumptions in multi-scale subject-specific models of aortic haemodynamics

机译:关于建模假设在主动脉血流动力学的多尺度特定主题模型中的影响

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摘要

Simulation of haemodynamics has become increasingly popular within the research community. Irrespective of the modelling approach (zero-dimensional (0D), one-dimensional (1D) or three-dimensional (3D)), in vivo measurements are required to personalize the arterial geometry, material properties and boundary conditions of the computational model. Limitations in in vivo data acquisition often result in insufficient information to determine all model parameters and, hence, arbitrary modelling assumptions. Our goal was to minimize and understand the impact of modelling assumptions on the simulated blood pressure, flow and luminal area waveforms by studying a small region of the systemic vasculature—the upper aorta—and acquiring a rich array of non-invasive magnetic resonance imaging and tonometry data from a young healthy volunteer. We first investigated the effect of different modelling assumptions for boundary conditions and material parameters in a 1D/0D simulation framework. Strategies were implemented to mitigate the impact of inconsistencies in the in vivo data. Average relative errors smaller than 7% were achieved between simulated and in vivo waveforms. Similar results were obtained in a 3D/0D simulation framework using the same inflow and outflow boundary conditions and consistent geometrical and mechanical properties. We demonstrated that accurate subject-specific 1D/0D and 3D/0D models of aortic haemodynamics can be obtained using non-invasive clinical data while minimizing the number of arbitrary modelling decisions.
机译:血流动力学模拟在研究界越来越流行。无论采用哪种建模方法(零维(0D),一维(1D)或三维(3D)),都需要进行体内测量以个性化计算模型的动脉几何形状,材料特性和边界条件。体内数据采集的局限性经常导致信息不足,无法确定所有模型参数,因此无法确定任意模型假设。我们的目标是通过研究全身脉管系统的一小部分区域(上主动脉)并获得丰富的无创磁共振成像和成像技术来最小化和了解建模假设对模拟血压,血流和管腔面积波形的影响。来自一名年轻健康志愿者的眼压测量数据。我们首先研究了在1D / 0D模拟框架中边界条件和材料参数的不同建模假设的影响。已实施策略以减轻体内数据不一致的影响。在模拟波形和体内波形之间,平均相对误差小于7%。在3D / 0D仿真框架中,使用相同的流入和流出边界条件以及一致的几何和机械特性,可以获得类似的结果。我们证明,可以使用非侵入性临床数据获得准确的,针对特定受试者的1D / 0D和3D / 0D主动脉血流动力学模型,同时最大程度地减少任意建模决策的次数。

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