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This article mainly studies aircraft maneuver recognition methods, air combat confrontation damage assessment and air combat confrontation training situation assessment technologies based on prior knowledge. Research on action recognition methods based on prior knowledge mainly includes recognition of aircraft maneuvers based on air combat training data. Improve and optimize the existing knowledge-based maneuver recognition method to achieve the purpose of improving the speed and accuracy of aircraft maneuver recognition. Air combat confrontation damage assessment mainly studies how to extract various parameters required in highly complex air combat confrontations. Thus, these parameters can be effectively used for mathematical modeling and evaluation of damage effects. The main research on air combat confrontation training situation assessment technology includes establishing aircraft reference coordinates, reproducing and analyzing maneuvers commonly used in air combat, and preprocessing flight data through the analysis of maneuvers and flight data commonly used in air combat to lay the foundation for aircraft maneuver recognition.