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Fatigue Monitoring in Futsal Athletes using Physiological Wearable Sensors

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Bibliographische Detailangaben
1. Verfasser:	Double-blind, Process
Format:	Recurso digital
Veröffentlicht:	Zenodo 2025
Schlagworte:	Heart rate variability RR intervals Wearable sensors Polar H10 Verity Sense PPG ECG athletes Sports science Fatigue detection
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_version_	1866902280558608384
author	Double-blind, Process
author_facet	Double-blind, Process
contents	<p>This dataset includes demographic, physiological, and fatigue-related data collected from 8 male futsal athletes during regular training sessions between <strong>25 July 2024 and 8 August 2024</strong>. The goal of this dataset is to support the development of machine learning models for <strong>fatigue monitoring and performance evaluation</strong> using <strong>wearable sensor data</strong>.</p> <p>All data have been anonymized in compliance with the <strong>European General Data Protection Regulation (GDPR)</strong>.</p> <p><strong><span lang="FR">Data Description</span></strong></p> <ul> <li><strong><span lang="FR">Demographic data</span></strong></li> <ul> <li>Player ID, Age, Height (cm), Weight (kg), Playing Position, Smoking Status.</li> </ul> <li><strong><span lang="FR">Physiological data</span></strong></li> <ul> <li><strong>Heart Rate (HR)</strong> (from ECG and PPG)</li> <li><strong>RR Intervals</strong> (ms, from ECG)</li> <li><strong><span lang="FR">Heart Rate Variability (HRV) Features</span></strong></li> <ul> <li><span lang="FR">Time-domain features</span></li> <li><span lang="FR">Non-linear features</span></li> </ul> <li><strong><span lang="FR">Heart Rate-derived Features</span></strong></li> <ul> <li>%HR Reserve, HR Index, Net HR, VO₂ estimates</li> </ul> </ul> <li><strong><span lang="FR">Fatigue Labels</span></strong></li> <ul> <li>Borg RPE scale values annotated by athletes and corrected by the coach, categorized into: Low, Moderate, High, and Very High fatigue.</li> </ul> </ul> <p><strong><span lang="FR">Used Devices</span></strong></p> <ul> <li><strong><span lang="FR">Polar H10 ECG Sensor</span></strong></li> <li><strong><span lang="FR">Polar Verity Sense PPG Sensor</span></strong></li> <li><strong>Smartphone app</strong> for data collection and timestamping</li> </ul> <p><strong><span lang="FR">Intended Use</span></strong></p> <p>This dataset is intended for:</p> <ul> <li><span lang="FR">Fatigue detection and classification research</span></li> <li>Machine learning and signal processing applications</li> <li><span lang="FR">HRV and RR interval analysis</span></li> <li><span lang="FR">Sports performance analytics</span></li> <li><span lang="FR">Wearable sensor benchmarking</span></li> </ul> <p><span lang="FR"> </span></p> <p><strong><span lang="FR">Training Exercises</span></strong></p> <table style="border-collapse: collapse; width: 99.9748%; height: 542.8px;"><colgroup><col style="width: 24.9937%;"><col style="width: 13.2542%;"><col style="width: 36.7331%;"><col style="width: 24.9937%;"></colgroup> <tbody> <tr style="height: 19.6px;"> <td style="height: 19.6px; width: 97pt;"> </td> <td style="width: 63pt; height: 19.6px;"><strong>ExerciseId<span> </span></strong></td> <td style="width: 186pt; height: 19.6px;"><strong>Exercise Description</strong></td> <td style="width: 126pt; height: 19.6px;"><strong>Duration (minutes )</strong></td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"><strong>1st session<span> </span></strong></td> <td style="height: 19.6px;">125</td> <td style="height: 19.6px;">Dynamic Team Warm-up</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">127</td> <td style="height: 19.6px;">metabolic training</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">129</td> <td style="height: 19.6px;">strength transformation phase<span> </span></td> <td style="height: 19.6px;">20</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px; width: 97pt;"><strong>2nd session</strong></td> <td style="width: 63pt; height: 19.6px;">130</td> <td style="width: 186pt; height: 19.6px;">Core stability<span> </span></td> <td style="width: 126pt; height: 19.6px;">4</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">132</td> <td style="height: 19.6px;">Strength & Agility Warm-Up</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">134</td> <td style="height: 19.6px;">Metabolic circuit </td> <td style="height: 19.6px;">25</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"><strong>3rd session</strong></td> <td style="height: 19.6px;">136</td> <td style="height: 19.6px;">Full-Body Warm-Up</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">138</td> <td style="height: 19.6px;">Reactive speed training<span> </span></td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">140</td> <td style="height: 19.6px;">Game-situation tactics </td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"><strong>4th session</strong></td> <td style="height: 19.6px;">141</td> <td style="height: 19.6px;">Core Endurance<span> </span></td> <td style="height: 19.6px;">5</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">143</td> <td style="height: 19.6px;">Progressive Speed Warm-Up</td> <td style="height: 19.6px;">10</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">145</td> <td style="height: 19.6px;">Dry aerobic training </td> <td style="height: 19.6px;">16</td> </tr> <tr style="height: 13.6px;"> <td style="height: 13.6px;"><strong>5th session</strong></td> <td style="height: 13.6px;">146</td> <td style="height: 13.6px;">General Warm-up</td> <td style="height: 13.6px;">20</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">148</td> <td style="height: 19.6px;">Agility & Acceleration Circuit </td> <td style="height: 19.6px;">5</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">150</td> <td style="height: 19.6px;">Reactive Sprint Drill</td> <td style="height: 19.6px;">4</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">152</td> <td style="height: 19.6px;">Max Sprint End-to-Mid Drill<span> </span></td> <td style="height: 19.6px;">4</td> </tr> </tbody> </table> <p> </p> <p><strong>Keywords</strong></p> <p>Fatigue detection, Heart rate variability, RR intervals, Wearable sensors, Polar H10, Polar Verity Sense, PPG, ECG, Athletes, Sports science</p>
format	Recurso digital
id	zenodo_https___doi_org_10_5281_zenodo_15076183
institution	Zenodo
language
publishDate	2025
publisher	Zenodo
record_format	zenodo
spellingShingle	Fatigue Monitoring in Futsal Athletes using Physiological Wearable Sensors Double-blind, Process Heart rate variability RR intervals Wearable sensors Polar H10 Verity Sense PPG ECG athletes Sports science Fatigue detection <p>This dataset includes demographic, physiological, and fatigue-related data collected from 8 male futsal athletes during regular training sessions between <strong>25 July 2024 and 8 August 2024</strong>. The goal of this dataset is to support the development of machine learning models for <strong>fatigue monitoring and performance evaluation</strong> using <strong>wearable sensor data</strong>.</p> <p>All data have been anonymized in compliance with the <strong>European General Data Protection Regulation (GDPR)</strong>.</p> <p><strong><span lang="FR">Data Description</span></strong></p> <ul> <li><strong><span lang="FR">Demographic data</span></strong></li> <ul> <li>Player ID, Age, Height (cm), Weight (kg), Playing Position, Smoking Status.</li> </ul> <li><strong><span lang="FR">Physiological data</span></strong></li> <ul> <li><strong>Heart Rate (HR)</strong> (from ECG and PPG)</li> <li><strong>RR Intervals</strong> (ms, from ECG)</li> <li><strong><span lang="FR">Heart Rate Variability (HRV) Features</span></strong></li> <ul> <li><span lang="FR">Time-domain features</span></li> <li><span lang="FR">Non-linear features</span></li> </ul> <li><strong><span lang="FR">Heart Rate-derived Features</span></strong></li> <ul> <li>%HR Reserve, HR Index, Net HR, VO₂ estimates</li> </ul> </ul> <li><strong><span lang="FR">Fatigue Labels</span></strong></li> <ul> <li>Borg RPE scale values annotated by athletes and corrected by the coach, categorized into: Low, Moderate, High, and Very High fatigue.</li> </ul> </ul> <p><strong><span lang="FR">Used Devices</span></strong></p> <ul> <li><strong><span lang="FR">Polar H10 ECG Sensor</span></strong></li> <li><strong><span lang="FR">Polar Verity Sense PPG Sensor</span></strong></li> <li><strong>Smartphone app</strong> for data collection and timestamping</li> </ul> <p><strong><span lang="FR">Intended Use</span></strong></p> <p>This dataset is intended for:</p> <ul> <li><span lang="FR">Fatigue detection and classification research</span></li> <li>Machine learning and signal processing applications</li> <li><span lang="FR">HRV and RR interval analysis</span></li> <li><span lang="FR">Sports performance analytics</span></li> <li><span lang="FR">Wearable sensor benchmarking</span></li> </ul> <p><span lang="FR"> </span></p> <p><strong><span lang="FR">Training Exercises</span></strong></p> <table style="border-collapse: collapse; width: 99.9748%; height: 542.8px;"><colgroup><col style="width: 24.9937%;"><col style="width: 13.2542%;"><col style="width: 36.7331%;"><col style="width: 24.9937%;"></colgroup> <tbody> <tr style="height: 19.6px;"> <td style="height: 19.6px; width: 97pt;"> </td> <td style="width: 63pt; height: 19.6px;"><strong>ExerciseId<span> </span></strong></td> <td style="width: 186pt; height: 19.6px;"><strong>Exercise Description</strong></td> <td style="width: 126pt; height: 19.6px;"><strong>Duration (minutes )</strong></td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"><strong>1st session<span> </span></strong></td> <td style="height: 19.6px;">125</td> <td style="height: 19.6px;">Dynamic Team Warm-up</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">127</td> <td style="height: 19.6px;">metabolic training</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">129</td> <td style="height: 19.6px;">strength transformation phase<span> </span></td> <td style="height: 19.6px;">20</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px; width: 97pt;"><strong>2nd session</strong></td> <td style="width: 63pt; height: 19.6px;">130</td> <td style="width: 186pt; height: 19.6px;">Core stability<span> </span></td> <td style="width: 126pt; height: 19.6px;">4</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">132</td> <td style="height: 19.6px;">Strength & Agility Warm-Up</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">134</td> <td style="height: 19.6px;">Metabolic circuit </td> <td style="height: 19.6px;">25</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"><strong>3rd session</strong></td> <td style="height: 19.6px;">136</td> <td style="height: 19.6px;">Full-Body Warm-Up</td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">138</td> <td style="height: 19.6px;">Reactive speed training<span> </span></td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">140</td> <td style="height: 19.6px;">Game-situation tactics </td> <td style="height: 19.6px;">15</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"><strong>4th session</strong></td> <td style="height: 19.6px;">141</td> <td style="height: 19.6px;">Core Endurance<span> </span></td> <td style="height: 19.6px;">5</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">143</td> <td style="height: 19.6px;">Progressive Speed Warm-Up</td> <td style="height: 19.6px;">10</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">145</td> <td style="height: 19.6px;">Dry aerobic training </td> <td style="height: 19.6px;">16</td> </tr> <tr style="height: 13.6px;"> <td style="height: 13.6px;"><strong>5th session</strong></td> <td style="height: 13.6px;">146</td> <td style="height: 13.6px;">General Warm-up</td> <td style="height: 13.6px;">20</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">148</td> <td style="height: 19.6px;">Agility & Acceleration Circuit </td> <td style="height: 19.6px;">5</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">150</td> <td style="height: 19.6px;">Reactive Sprint Drill</td> <td style="height: 19.6px;">4</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">Resting</td> <td style="height: 19.6px;">2</td> </tr> <tr style="height: 19.6px;"> <td style="height: 19.6px;"> </td> <td style="height: 19.6px;">152</td> <td style="height: 19.6px;">Max Sprint End-to-Mid Drill<span> </span></td> <td style="height: 19.6px;">4</td> </tr> </tbody> </table> <p> </p> <p><strong>Keywords</strong></p> <p>Fatigue detection, Heart rate variability, RR intervals, Wearable sensors, Polar H10, Polar Verity Sense, PPG, ECG, Athletes, Sports science</p>
title	Fatigue Monitoring in Futsal Athletes using Physiological Wearable Sensors
topic	Heart rate variability RR intervals Wearable sensors Polar H10 Verity Sense PPG ECG athletes Sports science Fatigue detection
url	https://doi.org/10.5281/zenodo.15076183