Liu Yi-Xing, Gutierrez-Farewik Elena M
IEEE Trans Biomed Eng. 2023 Mar;70(3):1062-1071. doi: 10.1109/TBME.2022.3208381. Epub 2023 Feb 17.
There is an increasing demand for accurately predicting human movement intentions. To be effective, predictions must be performed as early as possible in the preceding step, though precisely how early has been studied relatively little; how and when a person's movement patterns in a transition step deviate from those in the preceding step must be clearly defined. In this study, we collected motion kinematics, kinetics and electromyography data from 9 able-bodied participants during 7 locomotion modes. Twelve types of steps between the 7 locomotion modes were studied, including 5 continuous steps (taking another step in the same locomotion mode) and 7 transitions steps (taking a step from one locomotion mode into another). For each joint degree of freedom, joint angles, angular velocities, moments, and moment rates were compared between continuous steps and transition steps, and the relative timing during the transition step at which these parameters diverged from those of a continuous step, which we refer to as transition starting times, were identified using multiple analyses of variance. Muscle synergies were also extracted for each step, and we studied in which locomotion modes these synergies were common (task-shared) and in which modes they were specific (task-specific). The transition starting times varied among different transitions and joint degrees of freedom. Most transitions started in the swing phase of the transition step. These findings can be applied to determine the critical timing at which a powered assistive device must adapt its control to enable safe and comfortable support to a user.
对准确预测人类运动意图的需求日益增加。为了有效,预测必须在上一步尽可能早地进行,不过究竟要多早进行的相关研究相对较少;必须明确界定一个人在过渡步骤中的运动模式如何以及何时与上一步骤中的运动模式产生偏差。在本研究中,我们收集了9名身体健全的参与者在7种运动模式下的运动运动学、动力学和肌电图数据。研究了7种运动模式之间的12种类型的步,包括5种连续步(在同一运动模式下再迈一步)和7种过渡步(从一种运动模式迈向另一种运动模式)。对于每个关节自由度,比较了连续步和过渡步之间的关节角度、角速度、力矩和力矩变化率,并使用多因素方差分析确定了在过渡步期间这些参数与连续步的参数出现偏差的相对时间点,我们将其称为过渡起始时间。还提取了每个步的肌肉协同作用,我们研究了这些协同作用在哪些运动模式中是共同的(任务共享),在哪些模式中是特定的(任务特定)。过渡起始时间在不同的过渡和关节自由度之间有所不同。大多数过渡在过渡步的摆动阶段开始。这些发现可用于确定电动辅助设备必须调整其控制以实现对用户安全舒适支撑的关键时机。