Radar high‐resolution range profiles target recognition based on stable dictionary learning

H Liu, B Feng, B Chen, L Du - IET Radar, Sonar & Navigation, 2016 - Wiley Online Library
Sparse representation models based on dictionary learning have led to interesting results in
signal restoration and target recognition. However, due to the redundancy defined by …

Radar target HRRP recognition based on reconstructive and discriminative dictionary learning

D Zhou - Signal Processing, 2016 - Elsevier
A novel dictionary learning algorithm, namely reconstructive and discriminative dictionary
learning based on sparse representation classification criterion (RDDLSRCC), is proposed …

Noise‐robust HRRP target recognition method via sparse‐low‐rank representation

L Li, Z Liu - Electronics Letters, 2017 - Wiley Online Library
A novel target recognition method is proposed for high‐range resolution profiles (HRRPs) of
radar targets under low signal‐to‐noise ratio (SNR) conditions. This method achieves good …

Convolutional neural networks for radar HRRP target recognition and rejection

J Wan, B Chen, B Xu, H Liu, L Jin - EURASIP Journal on Advances in …, 2019 - Springer
Robust and efficient feature extraction is critical for high-resolution range profile (HRRP)-
based radar automatic target recognition (RATR). In order to explore the correlation between …

Radar automatic target recognition using complex high-resolution range profiles

L Du, H Liu, Z Bao, J Zhang - IET Radar, Sonar & Navigation, 2007 - IET
Radar high-resolution range profile (HRRP) has received intensive attention from the radar
automatic target recognition (RATR) community. Usually, since the initial phase of a complex …

Deep forest for radar HRRP recognition

Y Wang, X Bi, W Chen, Y Li, Q Chen… - The Journal of …, 2019 - Wiley Online Library
High‐resolution range profile (HRRP) has received intensive attention in the radar automatic
target recognition filed. Here, deep forest is applied to the recognition of HRRP. The deep …

Sparse representation denoising for radar high resolution range profiling

M Li, G Zhou, B Zhao, T Quan - International Journal of …, 2014 - Wiley Online Library
Radar high resolution range profile has attracted considerable attention in radar automatic
target recognition. In practice, radar return is usually contaminated by noise, which results in …

Noise-robust modification method for Gaussian-based models with application to radar HRRP recognition

M Pan, L Du, P Wang, H Liu… - IEEE Geoscience and …, 2012 - ieeexplore.ieee.org
In this letter, we introduce a novel noise-robust modification method for Gaussian-based
models to enhance the performance of radar high-resolution range profile (HRRP) …

Recognition-aware HRRP generation with generative adversarial network

Y Huang, Y Wen, L Shi, X Ding - IEEE Geoscience and Remote …, 2021 - ieeexplore.ieee.org
Existing works on radar high-resolution range profile (HRRP) recognition commonly focus
on utilizing data and various deep learning models in achieving high classification accuracy …

HRRP target recognition with deep transfer learning

Y Wen, L Shi, X Yu, Y Huang, X Ding - IEEE Access, 2020 - ieeexplore.ieee.org
Recently, radar high-resolution range profile (HRRP) recognition based on convolutional
neural networks (CNNs) has received considerable attention due to its robustness to …