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Naturalistic arm movements during obstacle avoidance in 3D and the identification of movement primitives

机译:3D避障过程中的自然手臂运动和运动原语的识别

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By studying human movement in the laboratory, a number of regularities and invariants such as planarity and the principle of isochrony have been discovered. The theoretical idea has gained traction that movement may be generated from a limited set of movement primitives that would encode these invariants. In this study, we ask if invariants and movement primitives capture naturalistic human movement. Participants moved objects to target locations while avoiding obstacles using unconstrained arm movements in three dimensions. Two experiments manipulated the spatial layout of targets, obstacles, and the locations in the transport movement where an obstacle was encountered. We found that all movement trajectories were planar, with the inclination of the movement plane reflecting the obstacle constraint. The timing of the movement was consistent with both global isochrony (same movement time for variable path lengths) and local isochrony (same movement time for two components of the obstacle avoidance movement). The identified movement primitives of transport (movement from start to target position) and lift (movement perpendicular to transport within the movement plane) varied independently with obstacle conditions. Their scaling accounted for the observed double peak structure of movement speed. Overall, the observed naturalistic movement was astoundingly regular. Its decomposition into primitives suggests simple mechanisms for movement generation.
机译:通过研究实验室中的人体运动,已发现许多规则性和不变性,例如平面性和等时性原理。理论上的想法吸引了人们,可以从一组有限的运动原语生成运动,这些运动原语将对这些不变量进行编码。在这项研究中,我们询问不变式和运动原语是否捕获了自然主义的人类运动。参加者将物体移动到目标位置,同时使用不受约束的三维手臂运动来避开障碍物。两项实验操纵了目标,障碍物以及运输运动中遇到障碍物的位置的空间布局。我们发现所有运动轨迹都是平面的,运动平面的倾斜度反映了障碍物的约束。运动的时机与全局等时线(对于可变路径长度,相同的运动时间)和局部等时线(对避障运动的两个分量的相同运动时间)一致。所识别的运输(从起点到目标位置的运动)和举升(在运输平面内垂直于运输的运动)的运动原语随障碍条件而独立变化。它们的缩放占了观察到的运动速度的双峰结构。总的来说,观察到的自然主义运动是惊人的规律。将其分解为基元,表明产生运动的简单机制。

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