BioengineeringFrontiers in Bioengineering and BiotechnologyPeer-reviewed
Detecting Sleep Deprivation from Running Biomechanics Using Machine Learning Classification: A Comparison Between Wearable and Laboratory Motion Capture
Maura Seynaeve, Kilian Hendrickx, Benedicte Vanwanseele, Toon T. de Beukelaar
This study compares wearable and lab motion capture systems in detecting sleep deprivation through running biomechanics using machine learning, finding both systems can identify individual biomechanical changes but fail between-subject classification without personalized data.