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A fresh perspective on dissecting action into discrete submotions

机译:将动作分解为离散子动作的全新视角

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The hypothesis that reaching motions are constructed from discrete components has been explored since the earliest scientific investigations of human movement, although composition specifics have been contentious. We reinspect this process by analyzing the underlying motor intent (rather than actual motion) using our recently-developed intent determination technique. First, synthetic data analysis was used to determine our accuracy in detecting submotion events. Next, we evaluated this on healthy reaching movements and overcame the problem of indistinguishably blended submotions by exposing subjects to strong, abruptly changing forces, which lead to clear corrections identifiable using direction-based clustering. We were able to accurately recover submotion parameters and identify patterns in submotion count, peak kinetic energy, and peak-to-peak duration. These values were all exponentially distributed, which implies that selection of submotions may follow simple rules. This provides a novel opportunity to investigate human motor action using the tools of statistics.
机译:自从对人体运动进行最早的科学研究以来,就已经探索了由离散成分构成运动的假说,尽管对合成的细节提出了争议。我们通过使用我们最近开发的意图确定技术分析潜在的运动意图(而不是实际运动)来重新检查此过程。首先,使用综合数据分析来确定我们在检测亚运动事件中的准确性。接下来,我们在健康的伸手动作上对此进行了评估,并通过将对象暴露在强烈的,突然变化的力下,克服了难以区分的混合子动作的问题,这导致使用基于方向的聚类可以识别出清晰的校正。我们能够准确地恢复亚运动参数,并确定亚运动计数,峰值动能和峰峰值持续时间的模式。这些值均呈指数分布,这意味着子动作的选择可能遵循简单的规则。这提供了使用统计工具调查人类运动行为的新机会。

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