Graduate School of Information Schience and Technology, Hokkaido University, Kita 14 Nishi 9, Sapporo, Japan.
Artif Organs. 2011 Apr;35(4):404-10. doi: 10.1111/j.1525-1594.2010.01117.x. Epub 2011 Feb 18.
There are many designs of the femoral stem of a cemented total hip arthroplasty, and mechanical failure of the stem is caused by several factors related to the cement, such as failure of the cement. Optimization of the shape of the stem, especially multiobjective optimization, is required to solve these design problems because a cement fracture is caused by multiple factors. The objective of this study was to determine a stem geometry considering multiple factors at the same time. A three-dimensional finite element model of the proximal femur was developed from a composite femur. A total of four objective functions--two objective functions, the largest maximum principal stress of proximal and distal sections in the cement mantle, for each of the two boundary conditions, walking and stair climbing--were used. The neighborhood cultivation genetic algorithm was introduced to minimize these objective functions. The results showed that the geometry that leads to a decrease in the proximal cement stress and the geometry that leads to a decrease in the distal cement stress were not the same. However, the results of the walking and the stair climbing conditions matched. Five dominant stem designs were considered to be the Pareto solution, and one design was identified as the "better design" for all objective functions. It was shown that multiobjective optimization using a genetic algorithm may be used for optimizing the shape of the femoral stem in order to avoid cement fracture.
有许多骨水泥型全髋关节置换股骨柄的设计,而柄的机械失效是由与骨水泥相关的几个因素引起的,如骨水泥失效。需要优化柄的形状,特别是多目标优化,以解决这些设计问题,因为水泥骨折是由多个因素引起的。本研究的目的是同时考虑多个因素来确定柄的几何形状。从复合材料股骨中开发了一个近端股骨的三维有限元模型。总共使用了四个目标函数——两个目标函数,即行走和爬楼梯两种边界条件下,水泥覆盖层近端和远端的最大主应力——来最小化这些目标函数。引入了邻域培养遗传算法来最小化这些目标函数。结果表明,导致近端水泥应力降低的几何形状和导致远端水泥应力降低的几何形状并不相同。然而,行走和爬楼梯两种情况下的结果是匹配的。考虑了五个主要的柄设计作为帕累托解,一个设计被确定为所有目标函数的“更好设计”。结果表明,使用遗传算法的多目标优化可以用于优化股骨柄的形状,以避免水泥骨折。