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Surrogate-based visualization and sensitivity analysis of coronary stent performance: A study on the influence of geometric design

机译:基于代理的冠状动脉支架性能的可视化和敏感性分析:几何设计影响的研究

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The main goal of this numerical study is to assess the impact of geometric design perturbations on the performance of a representative coronary stent platform. In this context, first, a design parameterization model was defined for the stent under study. After, a set of metrics characterizing stent performance, namely, vessel injury, radial recoil, bending resistance, longitudinal resistance, radial strength, the risk of fracture, prolapse index, and dogboning were evaluated within the context of a finite element analysis. Afterwards, accurate surrogate models were developed, using the efficient global optimization algorithm, as predictive tools in the execution of tasks that normally require a high number of model evaluations, such as global sensitivity analysis and visualization. In the end, the dependence of the output response surfaces on the geometric parameters was mechanically interpreted, which allowed us to understand the complex interplay that exists between the considered design variables and the defined performance metrics.
机译:这项数值研究的主要目标是评估几何设计扰动对代表性冠状动脉支架平台性能的影响。在这种情况下,首先,为研究中的支架定义了一个设计参数化模型。之后,在有限元分析的背景下,评估了一组表征支架性能的指标,即血管损伤,径向后座力,弯曲阻力,纵向阻力,径向强度,破裂风险,脱垂指数和粘骨力。此后,使用高效的全局优化算法开发了精确的替代模型,将其作为执行任务时的预测工具,这些任务通常需要进行大量模型评估,例如全局敏感性分析和可视化。最后,通过机械方式解释了输出响应面对几何参数的依赖性,这使我们能够理解所考虑的设计变量与定义的性能指标之间存在的复杂相互作用。

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