Aiming at the adaptability of combat agent, this paper presents the achievements of genetic algorithm, reinforcement learning and neural network in realizing the adaptability of combat agent, and summarizes the characteristics of each method; This paper introduces the application of deep reinforcement learning method in realizing the adaptability of combat agent, and discusses the development trend and research focus of the application of deep reinforcement learning in this field. This study can provide reference for subsequent related research.