The invention relates to the technical field of
rehabilitation medical treatment, in particular to a hand
rehabilitation training
system based on
virtual reality and gesture interaction, and the
system comprises a gesture sensing module which collects a hand movement track, a
muscle electric signal, grip pressure and a joint movement angle; the VR
rehabilitation scene construction module constructs a
rehabilitation training virtual scene, simulates a hand interaction behavior and a force
feedback effect through an adaptive physical engine and a neural action
mapping algorithm, and outputs
simulation data; the intelligent evaluation center evaluates the action standard degree and the
muscle activation efficiency based on an improved CNN-GRU model, identifies an action compensation mode and abnormal
force generation, and outputs an evaluation report; the interactive training unit renders a motion state and a training process in real time, and generates personalized training guidance in combination with voice, visual and tactile prompts; and the personalized regulation and
control unit predicts a rehabilitation trend and a stage target through a
reinforcement learning algorithm, and dynamically adjusts training parameters and scene difficulty. Therefore, the problems of low interaction precision, incapability of sharing and the like in the prior art are solved.