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雷达目标智能识别方法研究综述

许强 马跃华 许可 潘俊

空天防御2025,Vol.8Issue(5):1-9,9.
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

许强 1马跃华 2许可 1潘俊2

作者信息

  • 1. 上海交通大学 计算机学院,上海 200240
  • 2. 上海机电工程研究所,上海 201109||自动目标识别全国重点实验室(上海),上海 201109
  • 折叠

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)

空天防御

2096-4641

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