Why the study?
HIIT requires accurate monitoring of heart rate variations to assess performance, but manual supervision is needed to identify key parameters.
Does an automated algorithm effectively identify key heart rate parameters in real time during HIIT training?
Does an automated algorithm effectively identify key heart rate parameters in real time during HIIT training?
An automated algorithm can effectively identify key heart rate parameters during HIIT in real time, providing objective insights into fitness levels and cardiovascular adaptation.
May support real-time fitness assessment in HIIT; leaves open prospective validation before clinical adoption.
High-intensity interval training (HIIT) is widely used in sports and health due to its cardiovascular and metabolic benefits, requiring accurate monitoring of heart rate variations to assess performance. This study proposes an automated algorithm to identify key heart rate parameters in real time, eliminating the need for manual supervision. The algorithm detects local maxima and minima in the heart rate signals recorded during HIIT sessions and calculates ascending and descending slopes, as well as intermediate averages, to evaluate cardiovascular response and recovery. The results demonstrate that the algorithm effectively identifies these parameters in all analyzed cases, providing objective insights into an athlete’s fitness level. Higher ascending slopes and lower descending slopes were associated with poorer physical condition, while a progressive increase in maxima and minima indicated proper HIIT execution and cardiovascular adaptation. This automated approach enhances performance monitoring, enabling personalized training adjustments and long-term fitness tracking. Future research should explore its applicability across different training populations and integrate additional physiological metrics.
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Amat et al. (2025) studied this question.
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