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基于对偶四元数的二维步态分析的正向和逆向运动学

Dual Quaternion-Based Forward and Inverse Kinematics for Two-Dimensional Gait Analysis.

作者信息

Vergara-Hernandez Rodolfo, Gonzalez-Islas Juan-Carlos, Dominguez-Ramirez Omar-Arturo, Rueda-Soriano Esteban, Serrano-Chavez Ricardo

机构信息

Basic Sciences and Engineering Institute, Autonomous University of the State of Hidalgo, Pachuca 42184, Hidalgo, Mexico.

出版信息

J Funct Morphol Kinesiol. 2025 Aug 1;10(3):298. doi: 10.3390/jfmk10030298.

Abstract

Gait kinematics address the analysis of joint angles and segment movements during walking. Although there is work in the literature to solve the problems of forward (FK) and inverse kinematics (IK), there are still problems related to the accuracy of the estimation of Cartesian and joint variables, singularities, and modeling complexity on gait analysis approaches. In this work, we propose a framework for two-dimensional gait analysis addressing the singularities in the estimation of the joint variables using quaternion-based kinematic modeling. To solve the forward and inverse kinematics problems we use the dual quaternions' composition and Damped Least Square (DLS) Jacobian method, respectively. We assess the performance of the proposed methods with three gait patterns including normal, toe-walking, and heel-walking using the RMSE value in both Cartesian and joint spaces. The main results demonstrate that the forward and inverse kinematics methods are capable of calculating the posture and the joint angles of the three-DoF kinematic chain representing a lower limb. This framework could be extended for modeling the full or partial human body as a kinematic chain with more degrees of freedom and multiple end-effectors. Finally, these methods are useful for both diagnostic disease and performance evaluation in clinical gait analysis environments.

摘要

步态运动学研究步行过程中关节角度和节段运动的分析。尽管文献中有解决正向运动学(FK)和逆向运动学(IK)问题的工作,但在步态分析方法中,笛卡尔变量和关节变量估计的准确性、奇异性以及建模复杂性方面仍存在问题。在这项工作中,我们提出了一个二维步态分析框架,该框架使用基于四元数的运动学建模来解决关节变量估计中的奇异性问题。为了解决正向和逆向运动学问题,我们分别使用对偶四元数合成和阻尼最小二乘法(DLS)雅可比方法。我们使用笛卡尔空间和关节空间中的均方根误差(RMSE)值,对包括正常、踮脚行走和脚跟行走在内的三种步态模式下所提出方法的性能进行评估。主要结果表明,正向和逆向运动学方法能够计算代表下肢的三自由度运动链的姿势和关节角度。该框架可扩展用于将完整或部分人体建模为具有更多自由度和多个末端执行器的运动链。最后,这些方法在临床步态分析环境中对疾病诊断和性能评估都很有用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c4b0/12372157/7f3065a58aa2/jfmk-10-00298-g001.jpg

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