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踝关节旋转轴估计的方向统计模型

研究问题
如何利用踝关节运动产生的旋转矩阵估计两条旋转轴,并量化误差相关性与有限运动范围对估计不确定性的影响?
方法与思路
作者假定旋转矩阵服从 Fisher–von Mises 分布,推导最大似然估计及局部抽样近似,并以夹心方差处理误差自相关。
材料陈述的贡献
摘要称模型可计算旋转轴估计的标准误,并区分受有限运动范围影响的参数;同时提出纳入平移运动的扩展和两人应用。
阅读关注点
应核对轴方向的参数化与识别、误差集中于单位矩阵的近似要求、自相关方差的构造,以及有限运动范围如何影响估计。
阅读边界
仅据版本未注明的 OpenAlex 索引摘要,无法判断分布假设和局部近似的实际适用性;两名受试者不足以确立普遍表现。

原文摘要

This article is motivated by the estimation of the directions of the two rotation axes of the ankle. These axes carry information on individual ankles; they are useful in the construction of biomechanical models and the treatment of orthopedic problems. In biomechanics, the rotation axes of the ankle often are estimated using optimization techniques. This work investigates a statistical model for carrying out the estimation. The data set for analysis is a time-ordered sequence of 3×3 rotation matrixes giving the ankle's orientations as the foot moves with respect to the lower leg. These rotation matrixes are assumed to follow Fisher–von Mises distributions. The predicted values for the observed rotations feature four angles for the orientation of two rotation axes and two series of time-varying rotation angles about the two axes. Maximum likelihood estimators of the parameters are derived. Approximations to their sampling distributions are obtained when the errors are clustered around the identity matrix. Sandwich variance estimators, accounting for autocorrelation in the errors, are proposed for the estimators of the two axes. An extension of the model that uses the translational motion in the estimation of the two axes is presented. Compared with the traditional biomechanical techniques for estimating the anatomic axes of the ankle, the proposed model has two advantages: It allows the calculation of standard errors for the estimates, and can distinguish the parameters whose estimation is affected by a limited range of motion about the two axes. This is illustrated by the estimation of the rotation axes of the ankles of two subjects.

笔记与分组
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