Machine Learning and Data Analytics Lab, Department of Computer Science, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), 91052 Erlangen, Germany.
Finance & IT - IT Innovation, Adidas AG, 91074 Herzogenaurach, Germany.
Sensors (Basel). 2020 Oct 7;20(19):5705. doi: 10.3390/s20195705.
Wearable sensor technology already has a great impact on the endurance running community. Smartwatches and heart rate monitors are heavily used to evaluate runners' performance and monitor their training progress. Additionally, foot-mounted inertial measurement units (IMUs) have drawn the attention of sport scientists due to the possibility to monitor biomechanically relevant spatio-temporal parameters outside the lab in real-world environments. Researchers developed and investigated algorithms to extract various features using IMU data of different sensor positions on the foot. In this work, we evaluate whether the sensor position of IMUs mounted to running shoes has an impact on the accuracy of different spatio-temporal parameters. We compare both the raw data of the IMUs at different sensor positions as well as the accuracy of six endurance running-related parameters. We contribute a study with 29 subjects wearing running shoes equipped with four IMUs on both the left and the right shoes and a motion capture system as ground truth. The results show that the IMUs measure different raw data depending on their position on the foot and that the accuracy of the spatio-temporal parameters depends on the sensor position. We recommend to integrate IMU sensors in a cavity in the sole of a running shoe under the foot's arch, because the raw data of this sensor position is best suitable for the reconstruction of the foot trajectory during a stride.
可穿戴传感器技术已经对耐力跑群体产生了重大影响。智能手表和心率监测器被广泛用于评估跑步者的表现和监测他们的训练进展。此外,由于有可能在实验室外的真实环境中监测与生物力学相关的时空参数,脚部安装的惯性测量单元 (IMU) 引起了运动科学家的关注。研究人员开发并研究了使用脚部不同传感器位置的 IMU 数据提取各种特征的算法。在这项工作中,我们评估了将 IMU 安装在跑鞋上的传感器位置对不同时空参数的准确性是否有影响。我们比较了不同传感器位置的 IMU 的原始数据以及六个与耐力跑相关的参数的准确性。我们进行了一项研究,共有 29 名受试者穿着配备了四个 IMU 的跑鞋,鞋子的左右两侧都有 IMU,同时还配备了运动捕捉系统作为地面实况。结果表明,IMU 会根据其在脚上的位置测量不同的原始数据,而时空参数的准确性取决于传感器位置。我们建议将 IMU 传感器集成到跑鞋鞋底的凹腔中,因为这个传感器位置的原始数据最适合在步伐中重建脚部轨迹。