Categories: Swimming

Wearable Coronary heart Price Monitoring throughout Swimming

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https://www.nature.com/articles/s41597-026-08084-4
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This paper describes a dataset created by three industrial wearable sensors (i.e. Garmin Venu Sq, Polar H10, and Polar vantage V2) in dry and moist situations on swimmers throughout completely different actions. It is value specifying that dry situation is used as a metrological management to separate movement results from water ones. In this fashion, evaluating a participant between dry and moist situations can assist decouple the noise coming from bodily exertion to that of water, inevitably degrading the sensor efficiency. The collected information can assist preliminary investigations into the applying of Machine Learning (ML) ingesting information from aquatic environments. They could also be exploited for pilot research aimed toward evaluating the feasibility of figuring out completely different swimming strokes (e.g., butterfly or freestyle) by observing each the center fee dynamics and the noise sample captured by wrist-worn sensors in moist situations. Also, the info could be leveraged to outline high quality indices because of the presence of knowledge from a reference gadget. Indeed, the supply of knowledge on each dry and moist situations permits us to judge the impact of water on wearables, together with sign attenuation, noise presence, statistical variations, and many others. To the most effective of authors’ data, at current no dataset on aquatic well being monitoring with such traits is offered. The dataset is of curiosity for various software fields, from sport science (efficiency analysis) to rehabilitation (aquatic remedy) and healthcare (monitoring of actions additionally in aquatic environments), by way of ML context envisaging sensor fusion, function extraction in hostile environments, transfer-learning methods, and many others. In reality, in aquatic well being monitoring sensors need to face distinctive bodily challenges: water acts as a medium attenuating optical alerts (like photoplethysmography) and introduces particular noise because of the hydrodynamics, considerably completely different from movement artifacts typical of dry-land actions like operating. Finally, this dataset could be thought of as a reference for students and different stakeholders curious about designing sensors for in-water purposes in addition to information processing pipelines for metrological characterization of (wearable) sensors for athletes’ monitoring.


This web page was created programmatically, to learn the article in its authentic location you may go to the hyperlink bellow:
https://www.nature.com/articles/s41597-026-08084-4
and if you wish to take away this text from our website please contact us

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