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Behavioral Dynamics in Swimming: The Appropriate Use of Inertial Measurement Units

机译:游泳中的行为动力学:惯性测量单位的适当使用

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摘要

Motor control in swimming can be analyzed using low- and high-order parameters of behavior. Low-order parameters generally refer to the superficial aspects of movement (i.e., position, velocity, acceleration), whereas high-order parameters capture the dynamics of movement coordination. To assess human aquatic behavior, both types have usually been investigated with multi-camera systems, as they offer high three-dimensional spatial accuracy. Research in ecological dynamics has shown that movement system variability can be viewed as a functional property of skilled performers, helping them adapt their movements to the surrounding constraints. Yet to determine the variability of swimming behavior, a large number of stroke cycles (i.e., inter-cyclic variability) has to be analyzed, which is impossible with camera-based systems as they simply record behaviors over restricted volumes of water. Inertial measurement units (IMUs) were designed to explore the parameters and variability of coordination dynamics. These light, transportable and easy-to-use devices offer new perspectives for swimming research because they can record low- to high-order behavioral parameters over long periods. We first review how the low-order behavioral parameters (i.e., speed, stroke length, stroke rate) of human aquatic locomotion and their variability can be assessed using IMUs. We then review the way high-order parameters are assessed and the adaptive role of movement and coordination variability in swimming. We give special focus to the circumstances in which determining the variability between stroke cycles provides insight into how behavior oscillates between stable and flexible states to functionally respond to environmental and task constraints. The last section of the review is dedicated to practical recommendations for coaches on using IMUs to monitor swimming performance. We therefore highlight the need for rigor in dealing with these sensors appropriately in water. We explain the fundamental and mandatory steps to follow for accurate results with IMUs, from data acquisition (e.g., waterproofing procedures) to interpretation (e.g., drift correction).
机译:可以使用行为的低阶和高阶参数来分析游泳中的运动控制。低阶参数通常是指运动的表象方面(即位置,速度,加速度),而高阶参数则捕获运动协调的动态。为了评估人类的水生行为,通常使用多相机系统研究这两种类型,因为它们具有很高的三维空间精度。生态动力学方面的研究表明,运动系统的可变性可以被视为熟练表演者的功能特性,可以帮助他们使运动适应周围的限制。为了确定游泳行为的可变性,必须分析大量的行程周期(即,循环间可变性),这对于基于照相机的系统是不可能的,因为它们仅记录受限水量的行为。惯性测量单元(IMU)旨在探索协调动力学的参数和可变性。这些轻巧,易于携带且易于使用的设备为游泳研究提供了新的视角,因为它们可以长时间记录从低到高的行为参数。我们首先回顾如何使用IMU评估人类水上运动的低阶行为参数(即速度,中风长度,中风率)及其可变性。然后,我们回顾评估高阶参数的方式以及游泳运动和协调变异性的自适应作用。我们特别关注以下情况:确定笔划周期之间的差异可洞悉行为如何在稳定状态和灵活状态之间振荡,以在功能上响应环境和任务约束。审查的最后一部分专门为教练提供有关使用IMU监控游泳成绩的实用建议。因此,我们强调需要严格处理水中的这些传感器。我们将说明从数据采集(例如防水程序)到解释(例如漂移校正)的IMU的准确结果所遵循的基本和强制性步骤。

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