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A Model for Comparing Over-Ground Running Speed and Accelerometer Derived Step Rate in Elite Level Athletes

机译:优秀水平运动员超地面跑步速度与加速度计推导步速比较模型

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摘要

This paper presents accelerometers as a viable alternative or add-on in the quest for improved athlete assessment techniques. In elite level team sports, global positioning systems (GPSs) are an important tool for workload management. These devices, however, have limitations particularly when it comes to high speeds or indoor environments. Tri-axial accelerometer data were synchronously collected with GPS data from senior elite level Australian Football League athletes. For each athlete (), the accelerometer data were filtered and the step frequency was extracted for periods of constant GPS running speed (>8 km/h). A quadratic fit was observed and applied to each athlete, modeling their step frequency to running speed (mean ). The resulting model showed increased accuracy at higher speeds (speeds above 15 km/h <10% error and speeds above 20 km/h <5% error).
机译:本文提出了加速度计,作为寻求改进的运动员评估技术的可行替代方案或补充方案。在精英水平的团队运动中,全球定位系统(GPS)是工作负荷管理的重要工具。但是,这些设备特别是在高速或室内环境中具有局限性。三轴加速度计数据与高级精英澳大利亚足球联赛运动员的GPS数据同步收集。对于每位运动员(),都将加速度计数据过滤掉,并在GPS行驶速度恒定(> 8 km / h)的时间内提取步频。观察到二次拟合并将其应用于每位运动员,将其步频建模为跑步速度(平均值)。所得模型在较高速度下显示出更高的精度(速度超过15 km / h时误差<10%,速度超过20 km / h时误差<5%)。

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