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基于DDPG算法的智能水雷协同攻击方法

蒋平 李加强 彭荆明

舰船电子工程2024,Vol.44Issue(10):151-154,4.
舰船电子工程2024,Vol.44Issue(10):151-154,4.DOI:10.3969/j.issn.1672-9730.2024.10.031

基于DDPG算法的智能水雷协同攻击方法

Coordinated Attack Method for Intelligent Mine Based on DDPG Algorithm

蒋平 1李加强 2彭荆明2

作者信息

  • 1. 西北工业大学航海学院 西安 710114||宜昌测试技术研究所 宜昌 443000
  • 2. 宜昌测试技术研究所 宜昌 443000
  • 折叠

摘要

Abstract

Intelligence is the key direction of mine technology development in recent years,and capability of coordinated attack is a typical characteristics of mine swarm intelligence.Aiming at typical mission in mining capability,this paper designs two reward functions of real-time and terminal based on DDPG,which improves the training effectiveness of the algorithm and is verified by simulation experiments.The experiment results show that the intelligent mine swarm after the training can better perform the cooperative interception,siege,interception and other attack tasks,and effectively improve the operational efficiency of the mine.

关键词

智能水雷/协同攻击/深度强化学习/策略梯度

Key words

intelligent mine/coordinated attack/deep reinforcement learning/policy gradients

分类

信息技术与安全科学

引用本文复制引用

蒋平,李加强,彭荆明..基于DDPG算法的智能水雷协同攻击方法[J].舰船电子工程,2024,44(10):151-154,4.

舰船电子工程

OACSTPCD

1672-9730

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