Abstract

The trend of using wearables for healthcare is steeply increasing nowadays, and, consequently, in the market, there are several gadgets that measure several body features. In addition, the mixed use between smartphones and wearables has motivated research like the current one. The main goal of this work is to reduce the amount of times that a certain smartband (SB) measures the heart rate (HR) in order to save energy in communications without significantly reducing the utility of the application. This work has used an SB Sony 2 for measuring heart rate, Fit API for storing data and Android for managing data. The current approach has been assessed with data from HR sensors collected for more than three months. Once all HR measures were collected, then the current approach detected hourly ranges whose heart rate were higher than normal. The hourly ranges allowed for estimating the time periods of weeks that the user could be at potential risk for measuring frequently in these (60 times per hour) ranges. Out of these ranges, the measurement frequency was lower (six times per hour). If SB measures an unusual heart rate, the app warns the user so they are aware of the risk and can act accordingly. We analyzed two cases and we conclude that energy consumption was reduced in 83.57% in communications when using training of several weeks. In addition, a prediction per day was made using data of 20 users. On average, tests obtained 63.04% of accuracy in this experimentation using the training over the data of one day for each user.

Highlights

  • Heart diseases such as myocardial infarction or tachycardia have taken lot of human lives over the years [1]

  • The current work has presented a mechanism for keeping track of the heart rate of users focusing on the time intervals of high risk with green computing

  • It efficiently uses the communications for reducing the energy consumption

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Summary

Introduction

Heart diseases such as myocardial infarction or tachycardia have taken lot of human lives over the years [1]. In most cases, these unfortunate situations are treatable or even avoidable. A huge percentage of the world population does not live an appropriate lifestyle, and some conditions may provoke heart disease. The world population has at their disposal hundreds of instruments and tools that promote physical activity and a healthy lifestyle. Some of these tools could be smartbands (SBs), straps, smart sneakers or any device not Sensors 2018, 18, 2652; doi:10.3390/s18082652 www.mdpi.com/journal/sensors

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