A path optimization method for a mobile robot is provided, including: acquiring path information of the mobile robot; processing the path information through a preset path optimization model to obtain path optimization nodes; calculating an optimal path of the mobile robot through the path optimization nodes and feeding the optimal path back to a control terminal; and extracting optimization parameters of the optimal path of the mobile robot, and transmitting the optimization parameters to the preset path optimization model for iterations.