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作战仿真混合实验方案设计研究

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作战仿真实验方案设计指的是基于基准的作战想定,利用各种实验设计方法对实验因子的取值进行抽样,形成一组实验方案,供后续仿真使用.作战仿真的复杂性包括实验因子数目众多,因子类型多样,既有连续数值类型,又有离散数值类型,这对高效的混合实验设计方法提出了迫切的需求.针对这些需求,对作战仿真混合实验方案设计技术展开了研究.对实验设计方法做了简单的分类和综述,给出了3种混合实验方案设计方法的流程及其优缺点分析;介绍了一个面向作战仿真的实验设计系统,包括软件架构设计、功能组成及实验设计流程;以一个作战想定为例,演示和分析了3种混合实验方案设计方法的具体应用.上述方法和工具将有效指导复杂作战仿真中具有离散和混合类型因子的实验设计问题,并在多个仿真项目得到了应用和验证.
Research on Hybrid Experimental Scheme Design for Combat Simulation
Combat simulation experimental design refers to sampling the values of experimental factors based on baseline combat scenarios using various experimental design methods and then generating a set of experimental schemes for the sequential simulation.The complexity of combat simulation,such as numerous experimental factors and distinct factor types,including continuous and discrete numeric types,poses several challenges and requires efficient hybrid experimental design methods.To address these issues,this paper conducts a study on the hybrid experimental scheme design for combat simulation.This paper gives a brief classification and review of experimental design methods and presents three hybrid experimental scheme design methods with their merits and drawbacks analyzed.The paper introduces an experimental design system for combat simulation,including its software architectural design,functions,and experimental design procedure and demonstrates and analyzes the application of three hybrid experimental scheme design methods in a combat scenario.The tool and methods presented in this paper will effectively guide the experimental design problem in complex combat simulation with discrete and mixed type factors,and it has been applied and verified in several simulation projects.

combat simulationscenarioexperimental scheme designhybrid experimental designexperimental design system

刘飞、赖鹏、陆营波、汪敏、陆志沣

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华南理工大学 软件学院,广东 广州 510006

上海机电工程研究所,上海 201109

作战仿真 想定 实验方案设计 混合实验设计 实验设计系统

国家自然科学基金

61873094

2024

系统仿真学报
北京仿真中心 中国系统仿真学会

系统仿真学报

CSTPCD北大核心
影响因子:0.551
ISSN:1004-731X
年,卷(期):2024.36(3)
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