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星际争霸视角的未来作战自主决策技术
引用本文:黄彬城,陈思,高放,葛建军,吴雪玲.星际争霸视角的未来作战自主决策技术[J].科技导报(北京),2021,39(5):117-125.
作者姓名:黄彬城  陈思  高放  葛建军  吴雪玲
作者单位:1. 中国电子科技集团公司认知与智能技术重点实验室, 北京 100086;
2. 中国电子科技集团公司信息科学研究院, 北京 100086;
3. 北方自动控制技术研究所, 太原 030006
摘    要: 星际争霸游戏对于研究未来作战自主决策技术有重要参考价值。阐述了星际争霸游戏与自主决策过程的相似性,分析了星际争霸战略、战术决策算法中面临的规划、学习以及不确定性等热点问题,从决策技术复杂度入手,讨论了未来作战自主决策技术面临的瓶颈问题,并提出以打造大型战争游戏为手段,重点从系统顶层架构、游戏AI建模技术、大型战争游戏引擎等关键技术出发,试图指出未来作战自主决策技术发展着力点,为自主决策系统的智能化技术开发和研究提供研究思路和理论基础。

关 键 词:智能化作战  即时策略性游戏  群体智能  自主策略  仿真博弈  制胜机理  人工智能  
收稿时间:2020-04-27

On future combat autonomous decision technology for starcraft
HUANG Bincheng,CHEN Si,GAO Fang,GE Jianjun,WU Xueling.On future combat autonomous decision technology for starcraft[J].Science & Technology Review,2021,39(5):117-125.
Authors:HUANG Bincheng  CHEN Si  GAO Fang  GE Jianjun  WU Xueling
Institution:1. Key Laboratory of Cognition and Intelligence Technology, China Electronics Technology Group Corporation, Beijing 100086, China;
2. Information Science Academy, China Electronics Technology Group Corporation, Beijing 100086, China;
3. CNGC North Automatic Control Technology Institute, Taiyuan 030006, China
Abstract:StarCraft is an important game for studying the future combat autonomous decision technology. Similarities between StarCraft and the autonomous decision process are described. Planning, learning, and uncertainty in decision-making algorithms for StarCraft are also analyzed. Firstly, the key problem of future combat autonomous decision-making technology is discussed in terms of decision complexity. Then, the article proposes to create a large-scale war game to clarify the development of future battle autonomous decision-making technologies, such as system's top-level architecture, game AI modeling technology, large game engines, etc. in order to provide a useful reference for the development of autonomous decision system intelligent technology.
Keywords:intelligent operation  real time strategic games  swarm intelligence  autonomous strategy  simulation game  winning mechanism  artificial intelligence  
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