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Proceedings ArticleDOI

Evaluation of wearable consumer heart rate monitors based on photopletysmography.

Jakub Parak, +1 more
- Vol. 2014, pp 3670-3673
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TLDR
Evaluated accuracy of two PPG based HR monitors during exercise indicated that performance of devices depends on various parameters, including specified activity, sensor type and device placement.
Abstract
Wearable monitoring of heart rate (HR) during physical activity and exercising allows real time control of exercise intensity and training effect. Recently, technologies based on pulse plethysmography (PPG) have become available for personal health management for consumers. However, the accuracy of these monitors is poorly known which limits their application. In this study, we evaluated accuracy of two PPG based (wrist i.e. Mio Alpha vs forearm i.e. Schosche Rhythm) commercially available HR monitors during exercise. 21 healthy volunteers (15 male and 6 female) completed an exercise protocol which included sitting, lying, walking, running, cycling, and some daily activities involving hand movements. HR estimation was compared against values from the reference electrocardiogram (ECG) signal. The heart rate estimation reliability scores for <;5% accuracy against reference were following: mio Alpha 77,83% and Scosche Rhytm 76,29%. The estimated results indicate that performance of devices depends on various parameters, including specified activity, sensor type and device placement.

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Citations
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Journal ArticleDOI

Using Fitness Trackers and Smartwatches to Measure Physical Activity in Research: Analysis of Consumer Wrist-Worn Wearables

TL;DR: The availability of wrist-worn fitness wearables and analyze availability of relevant fitness sensors from 2011 to 2017 was examined to assess brand usage in research projects, compare common brands in terms of developer access to collected health data, and features to consider when deciding which brand to use in future research.
Journal ArticleDOI

Accuracy of heart rate watches: implications for weight management

TL;DR: These devices accurately measure heart rate, however, estimates of energy expenditure are poor and would have implications for people using these devices for weight loss.
Journal ArticleDOI

How accurate are the wrist-based heart rate monitors during walking and running activities? Are they accurate enough?

TL;DR: The results demonstrate that the wearable activity trackers provide an accurate measurement of HR during walking and running activities.
Journal ArticleDOI

Evaluating the Validity of Current Mainstream Wearable Devices in Fitness Tracking Under Various Physical Activities: Comparative Study.

TL;DR: Fitness trackers of different brands vary with regard to measurement of indicators and are all affected by the activity state, which indicates that manufacturers of fitness trackers need to improve their algorithms for different activity states.
References
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Journal ArticleDOI

Kubios HRV - Heart rate variability analysis software

TL;DR: Kubios HRV is an advanced and easy to use software for heart rate variability (HRV) analysis that includes an adaptive QRS detection algorithm and tools for artifact correction, trend removal and analysis sample selection.
Journal ArticleDOI

Heart rate variability - a historical perspective.

TL;DR: An historical overview of the evolution in the concept of HRV is provided and a brief description of time domain, frequency domain, and non-linear dynamic analysis techniques (and their limitations) that are commonly used to measure HRV are described.
Journal ArticleDOI

How accurate is pulse rate variability as an estimate of heart rate variability?: A review on studies comparing photoplethysmographic technology with an electrocardiogram

TL;DR: Studies investigating the accuracy of PRV as an estimate of HRV, regardless of the underlying technology, speak in favor of sufficient accuracy when subjects are at rest, although many studies suggest that short-term variability is somewhat overestimated by PRV.
Journal ArticleDOI

New method for heart studies.

Norman J. Holter
- 20 Oct 1961 - 
TL;DR: Electrocardiography is proposed to be implemented by the use of long-period, continuous recording of heart potentials with a portable, self-contained instrument together with semiautomatic methods for the rapid analysis of the resulting voluminous data.
Journal ArticleDOI

Comparison of three mobile devices for measuring R–R intervals and heart rate variability: Polar S810i, Suunto t6 and an ambulatory ECG system

TL;DR: The first aim of this study was to compare an ambulatory five-lead ECG system with the commercially available breast belt measuring devices; Polar S810i and Suunto t6, in terms of R–R interval measures and heart rate variability (HRV) indices.
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