Recognition of walking directional intention employed ground reaction forces and center of pressure during gait initiation.

The machine learning technique of LSTM with gait parameters can recognize the gait intention of changing walking orientation. Our model and approach would be expected to provide advanced predictions, such as exoskeleton control or pedestrian traffic flow.