基于异质网络的装备体系组合发展规划问题  

Portfolio of weapon system-of-systems based on heterogeneous information networks

作　　者：陈夏瑢 李际超 陈刚 刘鹏[1] 姜江 CHEN Xiarong;LI Jichao;CHEN Gang;LIU Peng;JIANG Jiang(School of Systems Engineering,National University of Defense Technology,Changsha 410073,China)

机构地区：[1]国防科技大学系统工程学院,湖南长沙410073

出　　处：《系统工程与电子技术》2025年第3期855-861,共7页Systems Engineering and Electronics

基　　金：国家自然科学基金(72001209,71971213,72071206);湖南省优青课题(2022JJ20047)资助课题。

摘　　要：装备体系组合发展规划是一项复杂的系统工程,具有重要的军事意义和研究价值。考虑到武器装备体系的关联性和复杂性,从体系的角度出发,提出一种装备体系组合发展规划方法,为装备发展论证提供思路。首先,基于装备的不同属性以及关联关系,构建了装备体系异质网络模型并识别提取功能链,为后续装备发展规划建模提供基础;其次,考虑到装备发展的不确定性,建立了多阶段装备发展规划模型;然后,设计一种双重深度Q网络(double deep Q-network,Double DQN)算法来求解模型;最后,以典型装备体系发展规划为例进行演示计算,验证了所提方法的有效性和可行性。Portfolio of weapon system-of-systems(WSoS)is a complex systems engineering task,bearing significant military implications and research value.This paper considers the complexity and the correlations of the WSoS,and from the perspective of the system-of-systems,proposes a WSoS portfolio development method,which provides an idea for the equipment development demonstration.Firstly,based on the interrelationships of various types of weapons,this paper constructs a heterogeneous information network model of weapons and extracts the functional chains,providing a foundation for subsequent models.Secondly,considering the uncertainties in portfolio of WSoS,a multi-stage portfolio of WSoS model is established.Then,a double deep Q-network(Double DQN)algorithm is designed to solve the model.Finally,taking an example of a WSoS development planning,a demonstration calculation is carried out to verify the effectiveness and feasibility of the proposed method.

关 键 词：装备组合 异质网络 深度强化学习 装备发展规划 

分 类 号：TP391.9[自动化与计算机技术—计算机应用技术]