Prediction and detection of freezing of gait in Parkinson's disease from plantar pressure data using long short-term memory neural-networks.
Gaurav ShalinScott PardoelEdward D LemaireJulie NantelJonathan KofmanPublished in: Journal of neuroengineering and rehabilitation (2021)
Based on FOG data collected in a laboratory, the results suggest that plantar pressure data can be used for FOG detection and prediction. However, further research is required to improve FOG prediction performance, including training with a larger sample of people who experience FOG.