火力与指挥控制2024，Vol.49Issue(2)：138-143,6.DOI:10.3969/j.issn.1002-0640.2024.02.021
面向动态毁伤概率和目标价值的武器目标分配方法
A Method for Solving Weapon Target Assignment Problem with Dynamic Damage Rates and Target Values
林雕 1朱燕 2杨剑3
作者信息
- 1. 陆军指挥学院,南京 210045
- 2. 解放军61175部队,南京 210046
- 3. 信息工程大学,郑州 450052
- 折叠
摘要
Abstract
The paper proposed a deep Q-learning method to solve the weapon target assignment problem with dynamic damage rates and target values.The DQN method adopted a double network structure.A straightforward method is proposed for modeling the state and reward function of the DQN,which is designed based on the objective function of the weapon target assignment problem.The proposed DQN model was tested by using several simulated scenarios.Results showed the model can converge fast and effectively solve the weapon target assignment problem with dynamic damage rates and target values.The proposed method achieved a better total damage rate and less computation time than the particle swarm-based method.The proposed method can be applied to weapon target assignment problem under the scenario of combat mission planning and combat simulation.关键词
武器目标分配/深度强化学习/动态毁伤/动态目标价值Key words
weapon target assignment/deep reinforcement learning/dynamic damage rate/dynamic target value分类
军事科技引用本文复制引用
林雕,朱燕,杨剑..面向动态毁伤概率和目标价值的武器目标分配方法[J].火力与指挥控制,2024,49(2):138-143,6.
