A new method of radar antenna scanning mode recognition using LightGBM
In order to recognize the radar antenna scanning mode automatically and improve the recognition accuracy, the feature extraction and recognition methods of electronic scanning and mechanical scanning are studied respectively, and a new electronic warfare antenna scanning recognition algorithm is proposed. The algorithm mainly includes scan period estimation, pre-processing (normalization, resampling, averaging), feature extraction and classification using LightGBM algorithm. The distinction between electronic scanning and mechanical scanning is realized based on the characteristic parameters of the maximum main-lobe pulse train, and then the automatic recognition of six mechanical scanning modes is realized based on the characteristic parameters of the scanning period pulse train of a single antenna. The simulation results show that the proposed method can distinguish one-dimensional electrical scanning, two-dimensional electrical scanning and mechanical scanning, and can identify the radar antenna scanning mode more accurately than the traditional decision tree (DT) and support vector machine (SVM).
Authors
- Yongle Li (ORCID: https://orcid.org/0000-0001-9879-0626)
- Peng Xu (ORCID: https://orcid.org/0000-0002-0078-7742)
- Weihua Li (ORCID: https://orcid.org/0000-0002-6190-8421)
- Peng Deng (ORCID: https://orcid.org/0000-0001-6905-0274)
- Bo Yang (ORCID: https://orcid.org/0000-0002-8451-8397)
Institutions
- Chongqing University of Posts and Telecommunications (CN)
- Chongqing University (CN)
- PLA 306 Hospital (CN)
Publication Details
- Published
- 2025-03-31
- DOI
- https://doi.org/10.1117/12.3061659
- Primary Topic
- Advanced SAR Imaging Techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.00