下肢在人类行走和跑步时的最佳自由度。
Optimal degrees of freedom of the lower extremities for human walking and running.
机构信息
National Institute of Advanced Industrial Science and Technology (AIST), Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, Japan.
Biwako Professional University of Rehabilitation, Higashiomi, Shiga, Japan.
出版信息
Sci Rep. 2023 Sep 27;13(1):16164. doi: 10.1038/s41598-023-43239-y.
Determining the degrees of freedom (DOF) of the linked rigid-body model, representing a multi-body motion of the human lower extremity, is one of the most important procedures in locomotion analysis. However, a trade-off exists between the quality of data fitting and the generalizability of the model. This study aimed to determine the optimal DOF of the model for the lower extremities that balance the goodness-of-fit and generalizability of the model during walking and running using Akaike's information criterion (AIC). Empirically obtained kinematic data for the lower extremities during walking and running were fitted by models with 9, 18, or 22 DOF. The relative quality of these models was assessed using their bias-corrected AIC (cAIC) value. A significant simple main effect of the model was found on the cAIC value for both walking and running conditions. Pairwise comparisons revealed that the cAIC value of the 18-DOF model was significantly smaller than that of the 9-DOF (walking: p < 0.001, running: p = 0.010) and 22-DOF (walking: p < 0.001, running: p < 0.001) models. These findings suggest that the 18-DOF model is optimal for representing the lower extremities during walking and running, in terms of goodness-of-fit and generalizability.
确定代表人体下肢多体运动的连接刚体模型的自由度(DOF)是运动分析中最重要的程序之一。然而,数据拟合的质量和模型的通用性之间存在权衡。本研究旨在使用赤池信息量准则(AIC)确定模型的最佳自由度,以平衡步行和跑步过程中模型的拟合优度和通用性。通过具有 9、18 或 22 DOF 的模型拟合步行和跑步时下肢的经验获得的运动学数据。使用其偏置校正的 AIC(cAIC)值评估这些模型的相对质量。对于步行和跑步两种情况,模型的 cAIC 值存在显著的简单主效应。成对比较表明,18-DOF 模型的 cAIC 值明显小于 9-DOF(步行:p < 0.001,跑步:p = 0.010)和 22-DOF(步行:p < 0.001,跑步:p < 0.001)模型。这些发现表明,18-DOF 模型在拟合优度和通用性方面是代表步行和跑步时下肢的最佳模型。
相似文献
Comput Methods Biomech Biomed Engin. 2022-4
Sensors (Basel). 2022-11-21
Sportverletz Sportschaden. 2006-3
J Sport Rehabil. 2018-7-1
引用本文的文献
Int J Surg. 2024-8-1
本文引用的文献
Gait Posture. 2021-7
Gait Posture. 2018-6
J Biomech. 2014-2-14
J Biomech. 2014-2-7
Gait Posture. 2011-12-27
IEEE Trans Biomed Eng. 2007-11