The invention discloses a
humanoid robot control method based on a neural circuit, and belongs to the technical field of
robot control, and the method comprises the steps: S1, constructing a three-layer pulse
neural control architecture comprising
spinal cord reflex,
brainstem balance and cortex decision, and carrying out the weight adaptive distribution and cooperative operation between
layers through the dynamic adjustment of
neurotransmitter concentration, organic cooperation of prediction and reflection is realized through a three-stage
control system; the cerebellar prediction network executes attitude adjustment in advance through a
delay compensation algorithm, and compared with pure feedback, the control
energy consumption is reduced; the parallel
reflex pathway of the
spinal cord layer establishes a nerve bypass mechanism, and the
emergency response is realized by bypassing high-level
processing in an emergency; the multi-layer
safety monitoring improves the triggering accuracy of a
protection mechanism through error confidence evaluation and contact stability analysis; a
weight transfer mechanism of
pulse frequency modulation avoids sudden movement change during
control mode switching; by means of the design, the stability
retention rate of the
robot walking on the inclined plane is remarkably improved compared with a traditional method.