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A multi-platform comparison of efficient probabilistic methods in the prediction of total knee replacement mechanics

机译:预测全膝关节置换力学的有效概率方法的多平台比较

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摘要

Explicit finite element (FE) and multi-body dynamics (MBD) models have been developed to evaluate total knee replacement (TKR) mechanics as a complement to experimental methods. In conjunction with these models, probabilistic methods have been implemented to predict performance bounds and identify important parameters, subject to uncertainty in component alignment and experimental conditions. Probabilistic methods, such as advanced mean value (AMV) and response surface method (RSM), provide an efficient alternative to the gold standard Monte Carlo simulation technique (MCST). The objective of the current study was to benchmark models from three platforms (two FE and one MBD) using various probabilistic methods by predicting the influence of alignment variability and experimental parameters on TKR mechanics in simulated gait. Predicted kinematics envelopes were on average about 2.6 mm for tibial anterior-posterior translation, 2.9° for tibial internal-external rotation and 1.9 MPa for tibial peak contact pressure for the various platforms and methods. Based on this good agreement with the MCST, the efficient probabilistic techniques may prove useful in the fast evaluation of new implant designs, including considerations of uncertainty, e.g. misalignment.
机译:已经开发了显式有限元(FE)和多体动力学(MBD)模型来评估全膝关节置换(TKR)力学,作为对实验方法的补充。结合这些模型,已经实现了概率方法来预测性能界限并确定重要参数,但要考虑组件对齐和实验条件的不确定性。概率方法,例如高级平均值(AMV)和响应面方法(RSM),是金标准的蒙特卡洛模拟技术(MCST)的有效替代方法。本研究的目的是通过预测模拟步态中对准变异性和实验参数对TK​​R力学的影响,使用各种概率方法对来自三个平台(两个有限元分析和一个MBD)的模型进行基准测试。对于各种平台和方法,对于胫骨前后平移,预测的运动学包络平均大约为2.6 mm,对于胫骨内外旋转平均为2.9°,对于胫骨峰值接触压力为1.9 MPa。基于与MCST的良好协议,有效的概率技术可能被证明可用于快速评估新的植入物设计,包括对不确定性的考虑,例如:错位。

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  • 作者单位

    Bioengineering Science Research Group, School of Engineering Sciences, University of Southampton, Southampton SOU 1BJ, UK;

    Bioengineering Science Research Group, School of Engineering Sciences, University of Southampton, Southampton SOU 1BJ, UK;

    Computational Biomechanics Lab, Department of Engineering, University of Denver, 2390 S. York, Denver, CO 80208, USA,Department of Bioengineering, Stanford University, Stanford, CA, USA;

    Computational Biomechanics Lab, Department of Engineering, University of Denver, 2390 S. York, Denver, CO 80208, USA;

    Bioengineering Science Research Group, School of Engineering Sciences, University of Southampton, Southampton SOU 1BJ, UK;

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  • 正文语种 eng
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  • 关键词

    total knee replacement; kinematics; contact mechanics; knee mechanics; probabilistic methods; simulation;

    机译:全膝关节置换;运动学接触力学;膝盖力学;概率方法;模拟;

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