Wargame deduction AI hierarchical decision-making method and device based on attention mechanism

The invention discloses a war game deduction AI hierarchical decision-making method and device based on an attention mechanism, and the method comprises the steps: carrying out the hierarchical network modeling and reinforcement learning agent modeling, and obtaining situation deduction initial data for preprocessing; acquiring local observation data of the intelligent agents, and outputting a total target of all the current intelligent agents; according to the local observation data of the agents and the overall target of all the current agents, decisions which should be taken by all the current agents at present are output; screening and preprocessing the overall target of all current intelligent agents to obtain a target situation at the moment; utilizing an attention mechanism to screen out agent local information which is most associated with the target situation, and performing situation assessment; and inputting the decisions currently to be adopted by all the current agents into a war game deduction e