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首页> 外文期刊>Journal of biomechanical engineering. >The Computational Fluid Dynamics Rupture Challenge 2013-Phase II: Variability of Hemodynamic Simulations in Two Intracranial Aneurysms
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The Computational Fluid Dynamics Rupture Challenge 2013-Phase II: Variability of Hemodynamic Simulations in Two Intracranial Aneurysms

机译:2013年计算流体力学破裂挑战第二阶段:两个颅内动脉瘤血流动力学模拟的变异性

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摘要

With the increased availability of computational resources, the past decade has seen a rise in the use of computational fluid dynamics (CFD) for medical applications. There has been an increase in the application of CFD to attempt to predict the rupture of intracranial aneurysms, however, while many hemodynamic parameters can be obtained from these computations, to date, no consistent methodology for the prediction of the rupture has been identified. One particular challenge to CFD is that many factors contribute to its accuracy; the mesh resolution and spatial/temporal discretization can alone contribute to a variation in accuracy. This failure to identify the importance of these factors and identify a methodology for the prediction of ruptures has limited the acceptance of CFD among physicians for rupture prediction. The International CFD Rupture Challenge 2013 seeks to comment on the sensitivity of these various CFD assumptions to predict the rupture by undertaking a comparison of the rupture and blood-flow predictions from a wide range of independent participants utilizing a range of CFD approaches. Twenty-six groups from 15 countries took part in the challenge. Participants were provided with surface models of two intracranial aneurysms and asked to carry out the corresponding hemodynamics simulations, free to choose their own mesh, solver, and temporal discretization. They were requested to submit velocity and pressure predictions along the center-line and on specified planes. The first phase of the challenge, described in a separate paper, was aimed at predicting which of the two aneurysms had previously ruptured and where the rupture site was located. The second phase, described in this paper, aims to assess the variability of the solutions and the sensitivity to the modeling assumptions. Participants were free to choose boundary conditions in the first phase, whereas they were prescribed in the second phase but all other CFD modeling parameters were not prescribed. In order to compare the computational results of one representative group with experimental results, steady-flow measurements using particle image velocimetry (PIV) were carried out in a silicone model of one of the provided aneurysms. Approximately 80% of the participating groups generated similar results. Both velocity and pressure computations were in good agreement with each other for cycle-averaged and peak-systolic predictions. Most apparent "outliers" (results that stand out of the collective) were observed to have underestimated velocity levels compared to the majority of solutions, but nevertheless identified comparable flow structures. In only two cases, the results deviate by over 35% from the mean solution of all the participants. Results of steady CFD simulations of the representative group and PIV experiments were in good agreement. The study demonstrated that while a range of numerical schemes, mesh resolution, and solvers was used, similar flow predictions were observed in the majority of cases. To further validate the computational results, it is suggested that time-dependent measurements should be conducted in the future. However, it is recognized that this study does not include the biological aspects of the aneurysm, which needs to be considered to be able to more precisely identify the specific rupture risk of an intracranial aneurysm.
机译:随着计算资源可用性的提高,过去十年来,在医疗应用中使用计算流体动力学(CFD)的情况有所增加。 CFD在预测颅内动脉瘤破裂中的应用已经有所增加,但是,尽管可以从这些计算中获得许多血液动力学参数,但迄今为止,还没有发现一致的预测破裂的方法。差价合约的一个特殊挑战是影响其准确性的因素很多。网格分辨率和时空离散化可以单独导致精度变化。未能确定这些因素的重要性以及无法确定预测破裂的方法,限制了医生对破裂预测的CFD接受。 2013年国际CFD破裂挑战旨在通过使用一系列CFD方法对来自众多独立参与者的破裂和血流预测进行比较,以评论各种CFD假设对破裂的敏感性。来自15个国家的26个小组参加了挑战。为参与者提供了两个颅内动脉瘤的表面模型,并要求他们进行相应的血流动力学模拟,自由选择自己的网格,求解器和时间离散。他们被要求沿着中心线和指定平面提交速度和压力预测。在另一篇论文中描述的挑战的第一阶段旨在预测先前破裂的两个动脉瘤中的哪一个以及破裂部位位于何处。本文所述的第二阶段旨在评估解决方案的可变性以及对建模假设的敏感性。参与者可以在第一阶段中自由选择边界条件,而在第二阶段中则规定了边界条件,但没有规定所有其他CFD建模参数。为了将一个代表性组的计算结果与实验结果进行比较,在提供的动脉瘤之一的硅树脂模型中使用颗粒图像测速法(PIV)进行了稳流测量。大约80%的参与组产生了相似的结果。对于周期平均和峰值收缩期预测,速度和压力计算都非常吻合。与大多数解决方案相比,观察到最明显的“离群值”(在总体中脱颖而出)的速度水平被低估了,但仍然确定了可比较的流动结构。仅在两种情况下,结果与所有参与者的平均解决方案偏差超过35%。代表组的稳定CFD模拟结果与PIV实验结果吻合良好。研究表明,尽管使用了一系列数值方案,网格分辨率和求解器,但在大多数情况下都观察到了相似的流量预测。为了进一步验证计算结果,建议将来应进行与时间有关的测量。但是,公认的是,该研究不包括动脉瘤的生物学方面,需要考虑该生物学方面以便能够更准确地确定颅内动脉瘤的特定破裂风险。

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