A Modulation Recognition Method for Radar Signal Based on ICPO-MD-SVM
The number of radar signal is relatively small under non-cooperative environments, which will significantly degrade the performance of traditional deep learning recognition. This paper proposes a modulation recognition method for radar signal based on ICPO-MD-SVM to address the issue. The method incorporates Minkowski distance to optimize the kernel function and improves the intelligent algorithm to optimize the SVM control parameters and select the feature output layer. Simulation results demonstrate that the proposed method exhibits excellent radar signal modulation recognition performance.
Authors
- Zikun Wang (ORCID: https://orcid.org/0000-0002-0223-1879)
- Jingpeng Gao (ORCID: https://orcid.org/0000-0003-0202-0235)
- Tianran Zhang (ORCID: https://orcid.org/0000-0001-9081-2958)
- Guilin Yu
Institutions
- Harbin Engineering University (CN)
- Beijing Electronic Science and Technology Institute (CN)
Publication Details
- Published
- 2024-09-22
- DOI
- https://doi.org/10.1109/apcap62011.2024.10881477
- Primary Topic
- Wireless Signal Modulation Classification
- Type
- article
- Field-Weighted Citation Impact
- 0.00