Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam Movement Sciences, Amsterdam, The Netherlands.
Faculty of Health, Nutrition and Sports, The Hague University of Applied Sciences, The Hague, The Netherlands.
PLoS One. 2018 Sep 28;13(9):e0204575. doi: 10.1371/journal.pone.0204575. eCollection 2018.
Inverse dynamics is a technique in which measured kinematics and, possibly, external forces are used to calculate net joint torques in a rigid body linked segment model. However, kinematics and forces are usually not consistent due to incorrect modelling assumptions and measurement errors. This is commonly resolved by introducing 'residual forces and torques' which compensate for this problem, but do not exist in reality. In this study a constrained optimization algorithm is proposed that finds the kinematics that are mechanically consistent with measured external forces and mimic the measured kinematics as closely as possible. The algorithm was tested on datasets containing planar kinematics and ground reaction forces obtained during human walking at three velocities (0.8 m/s, 1.25 and 1.8 m/s). Before optimization, the residual force and torque were calculated for a typical example. Both showed substantial values, indicating the necessity of developing a mechanically consistent algorithm. The proposed optimization algorithm converged to a solution in which the residual forces and torques were zero, without changing the ground reaction forces and with only minor changes to the measured kinematics. When using a rigid body approach, our algorithm ensures a consistent description of forces and kinematics, thereby improving the validity of calculated net joint torque and power values.
逆动力学是一种技术,其中测量的运动学和(可能)外部力用于计算刚性体连接段模型中的净关节扭矩。然而,由于不正确的建模假设和测量误差,运动学和力通常不一致。这通常通过引入“残余力和扭矩”来解决,这些力和扭矩补偿了这个问题,但在现实中并不存在。在这项研究中,提出了一种约束优化算法,该算法可以找到与测量外力在力学上一致的运动学,并尽可能地模拟测量的运动学。该算法在包含平面运动学和在三个速度(0.8 m/s、1.25 m/s 和 1.8 m/s)下人类行走时获得的地面反作用力的数据集上进行了测试。在优化之前,为一个典型示例计算了残余力和扭矩。两者都显示出很大的值,表明需要开发一种力学上一致的算法。所提出的优化算法收敛到一个解,其中残余力和扭矩为零,而地面反作用力不变,并且仅对测量的运动学进行了微小的改变。当使用刚体方法时,我们的算法确保了力和运动学的一致描述,从而提高了计算净关节扭矩和功率值的有效性。