Radar High-Resolution Range Profile Rejection Based on Deep Multi-Modal Support Vector Data Description [PDF]
Radar Automatic Target Recognition (RATR) based on high-resolution range profile (HRRP) has received intensive attention in recent years. In practice, RATR usually needs not only to recognize in-library samples but also to reject out-of-library samples ...
Yue Dong +6 more
doaj +3 more sources
Radar High-Resolution Range Profile Ship Recognition Using Two-Channel Convolutional Neural Networks Concatenated with Bidirectional Long Short-Term Memory [PDF]
Radar automatic target recognition is a critical research topic in radar signal processing. Radar high-resolution range profiles (HRRPs) describe the radar characteristics of a target, that is, the characteristics of the target that is reflected by the ...
Chih-Lung Lin +4 more
semanticscholar +2 more sources
Radar Target Recognition by Convolutional Capsule Networks Based on High-Resolution Range Profile [PDF]
Automatic target recognition (ATR) is of increasing importance for the modern radar system, where the high-resolution range profile (HRRP) is essential.
Xianwen Zhang +3 more
doaj +2 more sources
Radar high-resolution range profile recognition via multi-SV method
The radar high-resolution range profile (HRRP) is of great significance for target recognition in the ground compound environment. As two essential processes of HRRP target recognition, discrimination and classification performance improvement are ...
Long Li, Jie Jiang, Zheng Liu
doaj +2 more sources
Towards small target recognition with photonics-based high resolution radar range profiles
Photonics-based radar expands the bandwidth of traditional radars and enhances the radar range resolution. This makes it possible to recognize small-size targets using the high resolution range profiles (HRRPs) acquired by a photonics-based broadband radar.
Jinhu Li +3 more
openaire +3 more sources
HDT network: A high‐resolution range profile multi‐target detection and tracking method based on neural network [PDF]
In radar target detection and tracking tasks, the detection algorithm and data association algorithm are the primary technologies. The accuracy of detection, stability of tracking and processing speed are the key points to accomplishing effective high ...
Lin Sun +3 more
doaj +2 more sources
Sparse Representation Denoising for Radar High Resolution Range Profiling [PDF]
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 profile distortion and recognition performance degradation. To deal with this problem, in this paper, a novel denoising method based on sparse representation is ...
Min Li +3 more
openaire +4 more sources
An Efficient Kernel Optimization Method for Radar High-Resolution Range Profile Recognition
A kernel optimization method based on fusion kernel for high-resolution range profile (HRRP) is proposed in this paper. Based on the fusion of l1-norm and l2-norm Gaussian kernels, our method combines the different characteristics of them so that not ...
Zheng Bao, Hongwei Liu, Bo Chen
doaj +3 more sources
Abnormal Noise Suppression and Detail Protection for High-Resolution Range Profile of GM-APD Lidar
The noise suppression of high-resolution range profile (HRRP) is a prerequisite for Geiger-mode of avalanche photodiodes (GM-APD) lidar to achieve precise sensing.
Xu Zhao +5 more
doaj +2 more sources
High Resolution Range Profile Sequence Recognition Based on ARTRBM
In this paper, a novel stochastic neural network model named Attention based Recurrent Temporal Restricted Boltzmann Machine (ARTRBM) is proposed for the poor performance of the traditional HRRP recognition methods on high dimensional sequential data and noisy data.
Yi-fan ZHANG +5 more
openaire +3 more sources

