软件导刊2024，Vol.23Issue(6)：205-213,9.DOI:10.11907/rjdk.241261
基于域适应的辐射源个体识别研究综述
A Review of Specific Emitter Identification Based on Domain Adaptation
张涛涛 1谢钧 1乔平娟1
作者信息
- 1. 中国人民解放军陆军工程大学 指挥控制工程学院,江苏 南京 210001
- 折叠
摘要
Abstract
The individual identification technology of radiation sources is playing an increasingly important role in military scenarios.In actual environments,the signals emitted by radiation source equipment are often affected by factors such as noise,leading to changes in the distribu-tion of signal characteristics.Due to the effective solution of domain adaptation methods to this problem,this article reviews the current devel-opment status of domain adaptation based radiation source individual identification technology in recent years.Firstly,provide an overview of domain adaptation methods and their classification,and introduce domain adaptation methods for different scenarios;Then introduce the rele-vant principles of domain adaptation methods and their applications in the field of individual identification of radiation sources;Next,collect publicly available datasets that can be used for individual identification research of radiation sources;Finally,based on the existing problems in individual identification of radiation sources,future development directions are proposed.关键词
辐射源个体识别/迁移学习/域适应/最大均值差异/对抗学习Key words
specific emitter identification/transfer learning/domain adaptation/maximum mean discrepancy/adversarial learning分类
信息技术与安全科学引用本文复制引用
张涛涛,谢钧,乔平娟..基于域适应的辐射源个体识别研究综述[J].软件导刊,2024,23(6):205-213,9.
