首页|基于AGE-MOEA的杀伤链建模与优化方法

基于AGE-MOEA的杀伤链建模与优化方法

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针对武器装备体系的杀伤链设计问题,提出一种基于自适应几何估计多目标进化算法(Adaptive Geometry Estimation based Multi-Objective Evolutionary Algorithm,AGE-MOEA)的杀伤链建模与优化方法.围绕杀伤链闭合的设计思路,结合OODA循环理论,以传统火力分配模型为基础,综合考虑侦察、指控、打击3类武器装备,建立以打击效能最大、武器消耗最小和损毁威胁最小为目标函数,以装备使用约束、杀伤链关系约束和毁伤门限约束为约束条件的杀伤链设计多目标优化数学模型,实现对杀伤链设计问题数学表征;提出基于AGE-MOEA的杀伤链优化设计方法流程,用于求解杀伤链设计多目标优化数学模型.进行数值仿真实验和防空反导作战场景下的杀伤链设计实验.研究结果表明:杀伤链建模与优化方法能够保证所有目标杀伤链闭合的前提下,同时追求打击效能、武器消耗和损毁威胁最优,求解得到杀伤链方案,形成分布式杀伤力;验证了杀伤链设计多目标优化数学模型的科学性,AGE-MOEA求解杀伤链设计问题的有效性,以及杀伤链设计方法在实际军事作战问题的可行性.
Modeling and Optimization Method of Kill Chains Based on AGE-MOEA
A modeling and optimization method of kill chains based on adaptive geometry estimation-based multi-objective evolutionary algorithm(AGE-MOEA)is proposed for the kill-chains design.Based on the idea of kill chain closure,the OODA cycle theory and the traditional weapon target assignment model,a multi-objective optimization mathematical model of kill chains design is constructed to realize the mathematical representation of kill chains design problem.The proposed model comprehensively considers three kinds of equipment,which are used for reconnaissance,command and attack,respectively,and takes the maximum attack efficiency,minimum weapon consumption and minimum damage threat as the objective functions,and takes the equipment use constraints,kill chain relation constraints and damage threshold constraints as constraint conditions.The algorithm flow of kill chains optimization design based on AGE-MOEA is proposed to solve the multi-objective optimization mathematical model of kill chains design.Through the numerical experiments and the kill chain design experiments in air defense and anti-missile combat scenarios,the results show that the proposed method can simultaneously pursue the optimization of attack efficiency,weapon consumption and damage threat on the premise of ensuring that all kill chains of each target are closed,and obtain a kill chain solution,which can form a distributed lethality.The scientificity of multi-objective optimization mathematical model of kill chains design,the effectiveness of AGE-MOEA algorithm in solving kill chains design problems and the feasibility of kill chain design method in practical military operations are verified.

kill chainkill webOODA loopmulti-objective optimization

万斯来、王国新、明振军、李传浩、阎艳、丁伟、袁珂、王玉茜

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北京理工大学机械与车辆学院,北京 100081

江南机电设计研究所,贵州贵阳 550009

杀伤链 杀伤网 OODA循环 多目标优化

国家自然科学基金项目

51805033

2024

兵工学报
中国兵工学会

兵工学报

CSTPCD北大核心
影响因子:0.735
ISSN:1000-1093
年,卷(期):2024.45(8)