Time series analysis

Synergy-Based Estimation of Balance Condition During Walking Tests

Synergy-Based Estimation of Balance Condition During Walking Tests 150 150 Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)
In the area of human-machine interface research, the continuous estimation of the Center of Pressure (COP) in the human body can assess users’ balance conditions, thereby effectively enhancing the safety… read more

Changes in Spatiotemporal Variability of Muscular Response under the Influence of Post-stroke Spasticity

Changes in Spatiotemporal Variability of Muscular Response under the Influence of Post-stroke Spasticity 150 150 Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)
Spasticity is characterized by involuntary muscle activation due to the hyperexcitability of the stretch reflex. However, the temporal pattern and spatial heterogeneity of motor unit recruitment in this activation are… read more

UCLN: Toward the Causal Understanding of Brain Disorders With Temporal Lag Dynamics

UCLN: Toward the Causal Understanding of Brain Disorders With Temporal Lag Dynamics 150 150 Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)
Resting-state functional magnetic resonance imaging (rs-fMRI) has emerged as a powerful tool for exploring interactions among brain regions. A growing body of research is actively investigating various computational approaches for… read more

MEFFNet: Forecasting Myoelectric Indices of Muscle Fatigue in Healthy and Post-Stroke During Voluntary and FES-Induced Dynamic Contractions

MEFFNet: Forecasting Myoelectric Indices of Muscle Fatigue in Healthy and Post-Stroke During Voluntary and FES-Induced Dynamic Contractions 150 150 Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)
Myoelectric indices forecasting is important for muscle fatigue monitoring in wearable technologies, adaptive control of assistive devices like exoskeletons and prostheses, functional electrical stimulation (FES)-based Neuroprostheses, and more. Non-stationary temporal… read more