Continuous Gait Recognition and Control of a Powered Ankle Prosthesis with Serial Elastic Actuator

This paper proposes an innovative powered ankle prosthesis with a new design of planar torsional spring for a serial elastic actuator (SEA), and utilizes a multi-layered perceptron (MLP) neural network for continuous gait prediction and recognition to enable accurate and adaptive control of the prosthesis.