TY  - JOUR
T1  - Carrier Frequency Estimation of Low SNR Radar Signal Based on Denoising Autoencoder and DBSCAN
AU  - Yoon, Jaehyeok 
AU  - Jung, Jaeyeon 
AU  - Kim, Kyuhan 
AU  - Yun, Wonjin 
AU  - Baek, Jeehyeon 
AU  - Seo, Dongho 
AU  - Yun, Woojin 
AU  - Nam, Haewoon 
JO  - The Journal of Korean Institute of Communications and Information Sciences
PY  - 2024
DA  - 2024/1/1
DO  - 10.7840/kics.2024.49.7.923
KW  - Low SNR Radar
KW  - Carrier Frequency
KW  - Denoising Autoencoder
KW  - DBSCAN
AB  - This paper proposes a Denoising Autoencoder (DAE) and a Density-Based Spatial Clustering of Applications with Noise (DBSCAN) based estimation algorithm using time-frequency analysis of low signal-to-noise ratio (SNR) radar as input to estimate the Carrier Frequency of low SNR radar signals. The performance of the proposed algorithm shows high estimation performance compared to the in-image Connected Component Analysis (CCA) algorithm.