空天防御2025,Vol.8Issue(5):1-9,9.
雷达目标智能识别方法研究综述
A Review on Intelligent Radar Target Recognition Methods
摘要
Abstract
Intelligent radar target recognition is a key technology in modern military informatization and civilian high-end equipment.The false target interference and upgraded camouflage techniques in complex electromagnetic environments cause the performance degradation of traditional recognition algorithms,thus prompting the successive proposal of a series of advanced algorithms.Based on expounding the typical characteristics of intelligent radar target recognition,this paper systematically analyzed the constituent elements of recognition frameworks using traditional feature engineering,machine learning,and deep learning.Then,by comparing the characteristics of different methods in feature extraction and performance evaluation,the development trends and challenges of intelligent recognition technology were examined from the perspectives of practical application,large model empowerment,and other dimensions.关键词
雷达/目标识别/识别框架/深度学习/特征工程Key words
radar/target recognition/recognition frameworks/deep learning/feature engineering分类
航空航天引用本文复制引用
许强,马跃华,许可,潘俊..雷达目标智能识别方法研究综述[J].空天防御,2025,8(5):1-9,9.基金项目
中国航天科技集团有限公司第八研究院产学研合作基金项目(SAST2024-010) (SAST2024-010)