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HRV4Training: Large-scale longitudinal training load analysis in unconstrained free-living settings using a
Summary
Smartphone training analysis using heart rate (HR) and heart rate variability (HRV) is feasible. This practical tool supports athletes by quantifying training effects, with HRV changes being more significant than HR changes.
Area of Science:
- Sports Science and Exercise Physiology
- Biomedical Engineering
- Cardiovascular Monitoring
Background:
- Accurate training load analysis is crucial for athlete performance and injury prevention.
- Traditional methods for monitoring physiological responses to training can be resource-intensive.
- Wearable technology offers potential for accessible, real-time physiological data collection.
Purpose of the Study:
- To introduce and evaluate a smartphone-based application (HRV4Training) for analyzing training load.
- To assess the feasibility of using photoplethysmography (PPG) for heart rate (HR) and heart rate variability (HRV) measurements.
- To investigate the relationship between HR, HRV, and self-reported training load across diverse user demographics.
Main Methods:
- Development of the HRV4Training smartphone application utilizing PPG for HR and HRV data acquisition.
- Integration of a morning spot-measurement protocol and a training activity questionnaire within the app.
- Analysis of data from 797 users over 3 weeks to 5 months, stratified by gender and age.
Main Results:
- A significant correlation was observed between HR, HRV, and self-reported training load, irrespective of gender or age.
- Heart rate variability (HRV) exhibited greater sensitivity to training effects compared to heart rate (HR).
- The study demonstrated the practical utility of smartphone-based monitoring for widespread application.
Conclusions:
- Smartphone-based monitoring of training load using HR and HRV is a viable and practical approach.
- The HRV4Training application provides a feasible tool for athletes to quantify training effects outside laboratory settings.
- This technology can support a large population of athletes in optimizing their training regimens.

