PM-EKF uses a simplified physiological model in an EKF to estimate PAEE from wearables, achieving median R²=0.72 on 9-subject lab data and outperforming LR and CNN-LSTM baselines.
Medicine and science in sports and exercise, 33(6), pp.939-945
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PM-EKF: A Physiological Model-Based Extended Kalman Filter for Daily-Life Physical Activity Energy Expenditure Estimation
PM-EKF uses a simplified physiological model in an EKF to estimate PAEE from wearables, achieving median R²=0.72 on 9-subject lab data and outperforming LR and CNN-LSTM baselines.