The invention relates to an input-limited multi-
robot preset performance consistency double-loop
coupling tracking control method based on dynamic target online detection, and belongs to the field of multi-
robot cooperative control. Aiming at the problems that the cooperative sensing performance is reduced due to communication time
delay in dynamic target detection and the control precision is insufficient under input saturation constraint, the method comprises the following steps: 1, a dynamic target on-line detection
algorithm is provided, a near-end operator is fused to process a non-micro-regularization item, a virtual buffer time
delay compensation mechanism is constructed, and the detection precision under
noise interference is improved; 2, a position-speed double-loop
coupling controller and a
position loop convert a preset performance constraint into an unconstrained error through a
barrier function, a reference speed is generated in combination with
reinforcement learning, a
speed loop designs a nonlinear anti-saturation compensator to separate a saturation component, and a neural network approximates the uncertainty and interference of a model so as to obtain a position-speed double-loop
coupling controller; and solving the
optimal control law through an execution-evaluation network framework. According to the invention, robust tracking control under high-precision collaborative
perception and input saturation of a dynamic target is realized.