应用多元线性回归模型建立HAp涂层髋关节置换术中分层微动磨损失效预测方程

Nagentrau Muniandy, N. H. Ibrahim, S. Jamian, A. L. M. Mohd Tobi
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引用次数: 1

摘要

本文利用多元线性回归模型建立了人工髋关节置换术股骨假体HAp-Ti-6Al-4V界面分层-微动磨损失效预测方程。利用ABAQUS/标准用户子程序UMESHMOTION开发了基于自适应网格划分算法的有限元计算模型。采用所建立的有限元模型,研究了不同HAp-Ti-6Al-4V界面力学和摩擦学性能对分层微动磨损行为的影响。利用有限元结果,利用多元线性回归分析,建立了不同应力比条件下的预测方程。本文成功地建立了分层微动磨损预测方程,作为HAp涂层髋关节置换术的快速失效预测工具,具有良好的拟合性和可靠性。预测方程的鲁棒性得到了验证,与实际的分层微动磨损结果吻合良好。分析了不同应力比下的脱层长度、正常载荷、疲劳载荷、骨弹性模量和循环次数等力学和摩擦性能对脱层微动磨损失效的影响,建立了失效预测方程。所建立的预测方程可作为髋关节置换术股骨假体分层微动磨损失效的快速预测工具。利用多元线性回归模型来预测髋关节置换术失败的可能性,目前还没有多少研究。因此,本研究试图利用多元线性回归模型建立人工髋关节置换术股骨假体HAp -Ti-6Al-4V界面分层-微动磨损失效预测方程。
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Formulating delamination-fretting wear failure predictive equation in HAp coated hip arthroplasty using multiple linear regression model
Present paper addresses the formulation of delamination-fretting wear failure predictive equation in HAp-Ti-6Al-4V interface of hip arthroplasty femoral stem component using multiple linear regression model. A finite element computational model utilising adaptive meshing algorithm via ABAQUS/Standard user subroutine UMESHMOTION is developed. The developed FE model is employed to examine effect of different HAp-Ti-6Al-4V interface mechanical and tribological properties on delamination-fretting wear behaviour. The FE result is utilised to formulate predictive equations for different stress ratio conditions using multiple linear regression analysis. Delamination-fretting wear predictive equations are successfully formulated with significant goodness of fit and reliability as a fast failure prediction tool in HAp coated hip arthroplasty. The robustness of predictive equations is validated as good agreement is noted with actual delamination-fretting wear results. The influence of different mechanical and tribological properties such as delamination length, normal loading, fatigue loading, bone elastic modulus and cycle number under different stress ratio on delamination-fretting wear failure is analysed to formulate failure predictive equations. The formulated predictive equation can serve as a fast delamination-fretting wear failure prediction tool in hip arthroplasty femoral stem component. Limited attempt is done to explore the potential of utilizing multiple linear regression model to predict failures in hip arthroplasty. Thus, present study attempt to formulate delamination-fretting wear failure predictive equation in HAp -Ti-6Al-4V interface of hip arthroplasty femoral stem component using multiple linear regression model.
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来源期刊
Archives of materials science and engineering
Archives of materials science and engineering Materials Science-Materials Science (all)
CiteScore
2.90
自引率
0.00%
发文量
15
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