The invention provides an
intelligent control method and
system for a high-degree-of-freedom dexterous hand based on collaborative
dimensionality reduction, and the method comprises the steps: 1, collecting the external
perception information of the somatosensory and
tactile sensation of the dexterous hand through a sensor, and carrying out the preprocessing of the
perception information, and obtaining input data; 2, establishing a mapping model from a high-dimensional dexterous hand to a low-dimensional collaborative space based on a collaborative concept, and generating an activation coefficient of the low-dimensional collaborative space according to the preprocessed
perception information; 3, mapping the activation coefficient to a
control space of the high-dimensional dexterous hand to generate a control instruction, and driving an
actuator of the dexterous hand to realize a
target action; 4, after new sensing information is collected in real time, the step 1 is executed, closed-
loop control is formed, and the mapping model is dynamically adjusted. According to the method, the complex control problem of the high-degree-of-freedom dexterous hand is converted into the activation coefficient generation problem of the low-dimension cooperative space, and the technical problems that in high-dimension control, the calculated amount is large, and the real-time performance is poor are solved.