A Review on Machine Learning-Based Radio Direction Finding

Author:

You Ming-Yi12ORCID,Lu An-Nan12,Ye Yun-Xia12ORCID,Huang Kai12ORCID,Jiang Bin12

Affiliation:

1. Science and Technology on Communication Information Security Control Laboratory, Jiaxing, Zhejiang 314033, China

2. No. 36 Research Institute of CETC, Jiaxing, Zhejiang 314033, China

Abstract

The research and applications of radio direction-finding technology based on machine learning are reviewed. Detailed application scenarios are summarized with focus on the advantages of machine learning-based direction-finding models. Important elements such as problem formulation and model inputs and outputs are introduced in detail. Finally, some valuable future research topics are discussed.

Funder

China Electronics Technology Group Corporation

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

Cited by 9 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Displacement Estimation via 3D-Printed RFID Sensors for Structural Health Monitoring: Leveraging Machine Learning and Photoluminescence to Overcome Data Gaps;Sensors;2024-02-15

2. Simultaneous Estimation of Azimuth and Elevation Angles Using a Decision Tree-Based Method;Sensors;2023-08-11

3. TFF-CNN: time-frequency fusion-based CNN for DOA estimation of underwater acoustic array signal;5th International Conference on Information Science, Electrical, and Automation Engineering (ISEAE 2023);2023-08-10

4. A Robust Two-Dimensional DOA Estimation Approach Based on Convolutional Attention Network;2023 International Joint Conference on Neural Networks (IJCNN);2023-06-18

5. Signal analyzing network tool using deep learning;Signal Processing, Sensor/Information Fusion, and Target Recognition XXXII;2023-06-14

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3