期刊
IEEE COMMUNICATIONS LETTERS
卷 23, 期 6, 页码 1029-1032出版社
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/LCOMM.2019.2910253
关键词
Learning-by-examples; direction-of-arrival estimation; support vector regression; wide-frequency-range
资金
- National Natural Science Foundation of China [61771477]
This letter presents a support vector regression-based direction finding scheme in a wide range of frequencies. The proposed solution consists of two innovations: preprocessing and post-processing. Preprocessing takes advantage of the conjugate symmetry and Toeplitz property of the array covariance matrix to reduce the dimension of the input feature. Post-processing provides the directions of signals with different frequencies by exploiting the inherent relationship between direction and frequency. The experimental results show that this strategy is able to complete wide-frequency-range direction finding with high estimation accuracy and computation efficiency.
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