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A pre-operative planning for endoprosthetic human tracheal implantation: a decision support system based on robust design of experiments

机译:人工气管植入术的术前计划:基于稳健实验设计的决策支持系统

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Swallowing depends on physiological variables that have a decisive influence on the swallowing capacity and on the tracheal stress distribution. Prosthetic implantation modifies these values and the overall performance of the trachea. The objective of this work was to develop a decision support system based on experimental, numerical and statistical approaches, with clinical verification, to help the thoracic surgeon in deciding the position and appropriate dimensions of a Dumon prosthesis for a specific patient in an optimal time and with sufficient robustness. A code for mesh adaptation to any tracheal geometry was implemented and used to develop a robust experimental design, based on the Taguchi's method and the analysis of variance. This design was able to establish the main swallowing influencing factors. The equations to fit the stress and the vertical displacement distributions were obtained. The resulting fitted values were compared to those calculated directly by the finite element method (FEM). Finally, a checking and clinical validation of the statistical study were made, by studying two cases of real patients. The vertical displacements and principal stress distribution obtained for the specific tracheal model were in agreement with those calculated by FE simulations with a maximum absolute error of 1.2 mm and 0.17 MPa, respectively. It was concluded that the resulting decision support tool provides a fast, accurate and simple tool for the thoracic surgeon to predict the stress state of the trachea and the reduction in the ability to swallow after implantation. Thus, it will help them in taking decisions during pre-operative planning of tracheal interventions.
机译:吞咽取决于对吞咽能力和气管压力分布具有决定性影响的生理变量。假体植入改变了这些值以及气管的整体性能。这项工作的目的是开发一种基于实验,数值和统计方法的决策支持系统,并进行临床验证,以帮助胸外科医师在最佳时间和特定时间为特定患者确定Dumon假体的位置和适当尺寸。具有足够的鲁棒性。在田口的方法和方差分析的基础上,实施了一种适用于任何气管几何形状的网格自适应代码,并用于开发鲁棒的实验设计。该设计能够确定主要的吞咽影响因素。得到了适合应力和垂直位移分布的方程。将所得的拟合值与直接通过有限元方法(FEM)计算的拟合值进行比较。最后,通过研究两例真实患者,对统计研究进行了检查和临床验证。特定气管模型获得的垂直位移和主应力分布与通过有限元模拟计算的垂直位移和主应力分布一致,最大绝对误差分别为1.2 mm和0.17 MPa。结论是,最终的决策支持工具为胸外科医生提供了快速,准确和简单的工具,可用于预测气管的应力状态以及植入后吞咽能力的降低。因此,它将帮助他们在术前计划气管干预措施时做出决定。

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