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Detection and characterization of surfing events with smartphones’ embedded sensors

机译:使用智能手机的嵌入式传感器检测和表征冲浪事件

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Surf is an increasingly popular sport, with its evaluation being mostly qualitative and subjective. Surf analysis is often performed with commercially available systems. However, most of them are based on Global Positioning System (GPS) data and/or seem to lack in the precision and validity that surf practitioners need. Thus, a novel and accurate method to detect and characterize all surf-related events during a surf session is presented, recurring to commonly available sensors present in smartphones. Identification and characterization of stationary events, such as sitting or lying when waiting for a wave, paddle and wave riding during a whole surf session was assessed recurring to inertial data alone, GPS data alone or a combination of both. The most accurate results were obtained using a combination of both sources of data with an overall event detection accuracy of 95%, encompassing all aforementioned events. In particular, wave detection showed quite promising results with 97% for both precision and recall. These findings may indicate that the proposed solution may be suitable for the creation of a precise and valid surfer performance monitor system that could be used in real-time, providing important feedback to surf practitioners.
机译:冲浪是一种越来越流行的运动,它的评价主要是定性和主观的。冲浪分析通常是使用市售系统进行的。但是,它们大多数基于全球定位系统(GPS)数据和/或似乎缺乏冲浪从业人员所需的精度和有效性。因此,提出了一种新颖且准确的方法来检测和表征冲浪会话期间的所有与冲浪相关的事件,这是智能手机中常见的传感器重复出现的。仅通过惯性数据,单独的GPS数据或两者的组合来评估固定事件的识别和特征,例如在等待波浪时坐着或躺着,在整个冲浪过程中乘桨和挥动波浪。使用两种数据源的组合获得最准确的结果,其事件检测的整体准确性为95%,涵盖了所有上述事件。尤其是,波检测显示出非常有希望的结果,其准确性和查全率均达到97%。这些发现可能表明,提出的解决方案可能适合于创建可以实时使用的精确有效的冲浪者表现监控系统,从而为冲浪从业者提供重要的反馈信息。

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