不同预处理对基于时频分析和深度学习的雷达信号识别的影响

Qin Li, Wei Liu, C. Niu, Yanyun Wang, Ou Gao, Yintu Bao, Wei‐qi Zou, Haobo Zhang, Q. Hu, Zhikang Lin, Chaofan Pan
{"title":"不同预处理对基于时频分析和深度学习的雷达信号识别的影响","authors":"Qin Li, Wei Liu, C. Niu, Yanyun Wang, Ou Gao, Yintu Bao, Wei‐qi Zou, Haobo Zhang, Q. Hu, Zhikang Lin, Chaofan Pan","doi":"10.1145/3503047.3503127","DOIUrl":null,"url":null,"abstract":"∗Aiming at the problem of the lack of rigorous comparative analysis in the preprocessing step in the classification and recognition of radar signals based on time-frequency diagrams and deep learning, this paper analyzes the influence of signal denoising, different time-frequency analysis, and time-frequency graph denoising in preprocessing on the classification and recognition of radar signals through control variables. Lay the foundation for further research on radar signal classification and recognition.","PeriodicalId":190604,"journal":{"name":"Proceedings of the 3rd International Conference on Advanced Information Science and System","volume":"95 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"The influence of different preprocessing on radar signal recognition based on time-frequency analysis and deep learning\",\"authors\":\"Qin Li, Wei Liu, C. Niu, Yanyun Wang, Ou Gao, Yintu Bao, Wei‐qi Zou, Haobo Zhang, Q. Hu, Zhikang Lin, Chaofan Pan\",\"doi\":\"10.1145/3503047.3503127\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"∗Aiming at the problem of the lack of rigorous comparative analysis in the preprocessing step in the classification and recognition of radar signals based on time-frequency diagrams and deep learning, this paper analyzes the influence of signal denoising, different time-frequency analysis, and time-frequency graph denoising in preprocessing on the classification and recognition of radar signals through control variables. Lay the foundation for further research on radar signal classification and recognition.\",\"PeriodicalId\":190604,\"journal\":{\"name\":\"Proceedings of the 3rd International Conference on Advanced Information Science and System\",\"volume\":\"95 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-11-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 3rd International Conference on Advanced Information Science and System\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3503047.3503127\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 3rd International Conference on Advanced Information Science and System","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3503047.3503127","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

*针对基于时频图和深度学习的雷达信号分类识别中预处理步骤缺乏严格的对比分析的问题,本文通过控制变量分析了预处理过程中信号去噪、不同时频分析、时频图去噪对雷达信号分类识别的影响。为进一步研究雷达信号分类识别奠定基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The influence of different preprocessing on radar signal recognition based on time-frequency analysis and deep learning
∗Aiming at the problem of the lack of rigorous comparative analysis in the preprocessing step in the classification and recognition of radar signals based on time-frequency diagrams and deep learning, this paper analyzes the influence of signal denoising, different time-frequency analysis, and time-frequency graph denoising in preprocessing on the classification and recognition of radar signals through control variables. Lay the foundation for further research on radar signal classification and recognition.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信