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A Sensor Platform for Athletes’ Training Supervision: A Proof of Concept Study

机译:用于运动员训练监督的传感器平台:概念验证研究

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摘要

One of the basic needs of professional athletes is the real-time and non-invasive monitoring of their activities. The use of these kind of data is necessary to develop strategies for specific tailored training in order to improve performances. The sensor system presented in this work has the aim to adopt a novel approach for the monitoring of physiological parameters, and athletes’ performances, during their training. The anaerobic threshold is herein identified with the monitoring of the lactate concentration and the respiratory parameters. The data collected by the sensor are used to build a model using a supervised method (based on the partial least squares method, PLS) to predict the values of the parameters of interest. The sensor is able to measure the lactate concentration from a sample of saliva and it can estimate a respiratory parameter, such as maximal oxygen consumption, maximal carbon dioxide production and respiratory rate from a sample of exhaled breath. The main advantages of the device are the low power; the wireless communication; and the non-invasive sampling method, which allow its use in a real context of sport practice.
机译:职业运动员的基本需求之一是对其活动的实时无创监控。使用此类数据对于制定针对特定量身定制的培训策略以提高绩效十分必要。这项工作中提出的传感器系统旨在采用一种新颖的方法来监测运动员在训练过程中的生理参数和运动员的表现。在此,通过监测乳酸浓度和呼吸参数来确定厌氧阈值。传感器收集的数据用于使用监督方法(基于偏最小二乘法,PLS)构建模型,以预测目标参数的值。该传感器能够测量唾液样本中的乳酸浓度,并且可以估算呼吸参数,例如最大呼气样本中的最大耗氧量,最大二氧化碳产生量和呼吸速率。该设备的主要优点是功耗低;无线通信;以及无创采样方法,可将其用于体育锻炼的真实环境。

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