火力与指挥控制2024，Vol.49Issue(2)：33-41,9.DOI:10.3969/j.issn.1002-0640.2024.02.005
对抗环境下的智能兵棋系统设计及其关键技术
Design and Key Technology of Intelligent Wargame System in Adversary Environment
摘要
Abstract
The intelligent game confrontation has become one of the hot research fields.The system construction and module design of the wargame system,the modeling elements of the wargaming system,including the wargame elements,wargame rules and intelligent interface design,and the overall architecture of the intelligent wargame system.The feasibility of the system design is verified by A3C reinforcement learning intelligent algorithm.The reward setting of the reinforcement learning and training process is improved,and the state input,algorithm driving process and action output process of the intelligent wargame environment are clarified.The system theory and work are verified by the intelligent wargame system realized independently.This work provides a feasible path for the design and implementation of intelligent game system based on reinforcement learning,and provides a basic platform for the future research of intelligent game confrontation based on reinforcement learning.关键词
智能博弈/智能兵棋/强化学习/系统设计Key words
Intelligent game/intelligent wargame/reinforcement learning/system design分类
军事科技引用本文复制引用
孙宇祥,李原百,周胜,赵俊杰,周献中..对抗环境下的智能兵棋系统设计及其关键技术[J].火力与指挥控制,2024,49(2):33-41,9.基金项目
国家自然科学青年基金(62306135) （62306135）
教育部青年基金(23YJC630156) （23YJC630156）
江苏省青年基金资助项目(BK20230783) （BK20230783）
