Aiming at the task allocation and path planning problems in the multi-robot environment exploration,the task points to be explored in the environment were allocated to the individual robot according to the short distance-prior strategy,and the task points assigned to the individual robot were optimized and explored with an improved immune genetic algorithm. A path planning method with the optimization of initial task points was proposed,which could make the robots traverse efficiently all exploration points...