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HRRP recognition in radar sensor network
Ad Hoc Networks, 2017Abstract In this paper, several high-resolution range profile (HRRP) recognition approaches in radar sensor network (RSN) are investigated. First, we study HRRP target recognition in a radar. A decision rule based on the minimum resistor-average (MRA) distance criterion is established for HRRP sequence recognition.
Chengchen Mao, Jing Liang 0002
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Adaptive statistical model for radar HRRP recognition
IET Conference Publications, 2009Radar automatic target recognition (RATR) should have a robust recognition performance in different noisy conditions. Most of the algorithms in RATR are based on high signal-to-noise (SNR) condition, not consider the recognition performance in low SNR.
Q.Y. Hou, H.W. Liu, F. Chen, Z. Bao
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A spatiotemporal model for radar HRRP sequence recognition
2010 IEEE Radar Conference, 2010A temporal factor analysis (TFA) model which can describe both the spatial structure and temporal dependency of high range resolution profiles (HRRP) has been proposed for radar HRRP sequence recognition. Variational Bayes method and Bayesian classifier are adopted for model learning and classification task, respectively. The favorable results based on
Penghui Wang, Lan Du, Hongwei Liu
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IEEE Transactions on Aerospace and Electronic Systems
Radar automatic target recognition (RATR) based on high-resolution range profiles (HRRPs) has received intensive attention in recent years. The data-driven HRRP recognition methods based on neural networks have achieved outstanding performance with a ...
Qi Liu, Xinyu Zhang, Yongxiang Liu
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Radar automatic target recognition (RATR) based on high-resolution range profiles (HRRPs) has received intensive attention in recent years. The data-driven HRRP recognition methods based on neural networks have achieved outstanding performance with a ...
Qi Liu, Xinyu Zhang, Yongxiang Liu
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PFDE-DCN: A Lightweight Class Incremental Learning Method for Radar HRRP Recognition
IEEE Sensors JournalDeep neural networks have been widely used in the field of high-resolution range profile (HRRP) radar automatic target recognition (RATR) and have achieved promising results.
Zilin Li +5 more
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International Conference on Signal Processing Systems
Complex electromagnetic environments, often containing multiple jammers with different jamming patterns, produce non-uniform jamming power across the frequency spectrum. This spectral non-uniformity directly induces severe distortion in the target’s high
Yanhao Wang +3 more
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Complex electromagnetic environments, often containing multiple jammers with different jamming patterns, produce non-uniform jamming power across the frequency spectrum. This spectral non-uniformity directly induces severe distortion in the target’s high
Yanhao Wang +3 more
semanticscholar +1 more source
Polarization Radar HRRP Recognition Based on Kernel Methods
2009Although the multi-polarized high resolution range profiles (HRRP) include more target information than single-polarized HRRP, the recognition becomes more difficult because of the huge data and the complex data distribution. Kernel methods based on the multi-polarized HRRPs are proposed in this paper.
Liya Li +3 more
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Returns Acquiring and HRRP Imaging for Radar Ship Target Recognition
2011 Second International Conference on Digital Manufacturing & Automation, 2011Target recognition is one of the must trends of the sea surveillance radar, and the accuracy of target recognition is dependent on the radar's acquiring capabiLity of target electromagnetic signature. Firstly, according to the low-resolution pulse mode of the sea surveillance radar, this paper studies a new technique of single-channel hard sampLing and
Lefeng Zhang +2 more
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2024 IEEE International Conference on Signal, Information and Data Processing (ICSIDP)
Facing the challenge of radar high-resolution range profiles (HRRP) target recognition tasks with many target categories and limited training samples, existing radar HRRP target recognition models struggle to effectively capture and delineate the ...
Tianze Ying +5 more
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Facing the challenge of radar high-resolution range profiles (HRRP) target recognition tasks with many target categories and limited training samples, existing radar HRRP target recognition models struggle to effectively capture and delineate the ...
Tianze Ying +5 more
semanticscholar +1 more source
Application of a Convolutional Autoencoder to Half Space Radar Hrrp Recognition
International Conference on Wavelet Analysis and Pattern Recognition, 2018A Winner- Take-All convolutional autoencoder is applied to improve the performance on the half space radar high resolution range profile(HRRP) target recognition.
Shisen Yu, Y. Xie
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