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Design And Implementation Of Intelligent Blue Army Command And Control System For War Game

Posted on:2022-02-22Degree:MasterType:Thesis
Country:ChinaCandidate:H B LiuFull Text:PDF
GTID:2532306914961429Subject:Computer technology
Abstract/Summary:PDF Full Text Request
War deduction is of great significance to modern warfare.However,there are not many researches on the intelligent blue army command and control system for war game.The goal of this article is to combine deep reinforcement learning-based methods and rule-based methods to study the intelligent blue army command and control system,which can intelligently complete the deduction of complex battlefield environments and provide an important reference for battlefield commanders and fighters to make combat decisions.The research work of this article includes:1.Aiming at the problems of a large number of control unit types,complicated control process command changes,and frequent changes in optional attack targets and control targets,a multi-granularity combat command layering method is designed for the granularity and scope of the command,which is more effective for the following.Lay the foundation for the hierarchical intelligent blue army command and control system design.2.Aiming at the characteristics of the large number of control units and complex action space in the intelligent blue army command and control system,based on the multi-granularity combat command layering method,a reasonable macro-micro action layering method is designed,which uses the existing Military domain knowledge and strategies are hard-coded to combine a large number of micro-actions into a small number of macroactions,which reduces the complexity of the action space.3.Designed and implemented a set of intelligent blue army command and control system based on reinforcement learning.The system supports preprocessing of battlefield situation,design and implementation of reward mechanism,support model parameter setting and parallel training;support storage and deployment of selected models,can complete the test of war deduction,and support the intelligent confrontation between red and blue.The experimental results show that the system designed in this paper can realize the war deduction in the complex battlefield environment and realize the intelligent confrontation between red and blue.
Keywords/Search Tags:war game, reinforcement learning, intelligent confrontation
PDF Full Text Request
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