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A hierarchical HRRP(k) network and its application
Peer-to-Peer Networking and Applications, 2014This paper is concerned with the problem of how to share distributed resources. As an application of distributed resource sharing in schools, a peer-to-peer network model (HRRP(k)) is proposed and its properties are studied. It is proven that HRRP(k) network has better performance than a 2-D mesh in group communication.
Fangai Liu, Tianlai Li, Changming Xing
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Recognition-Aware HRRP Generation With Generative Adversarial Network
IEEE Geoscience and Remote Sensing Letters, 2022Existing works on radar high-resolution range profile (HRRP) recognition commonly focus on utilizing data and various deep learning models in achieving high classification accuracy. However, in practical applications, it is often difficult to obtain HRRP signals, especially for noncooperative targets.
Yue Huang 0001 +3 more
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Aircraft HRRP classification based on RBFNN
2001 CIE International Conference on Radar Proceedings (Cat No.01TH8559), 2002We present a classification scheme based on a new kind of RBFNN (radial basis function neural network) whose structure is similar to that of AWNN (adaptive wavelet neural network). To be more suitable for HRRP (high resolution range profile) classification, this kind of RBFNN substitutes wavelet basis functions in AWNN with Gaussian basis functions. In
null Li Ying +3 more
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An algorithm based on HRRP for target recognition
2011 International Conference on Image Analysis and Signal Processing, 2011Based on the scattering center model, the dissertation makes detailed analysis on the physical property of HRRP samples and points out the HRRP sensitivity of target-aspect. The average HRRP for feature extraction is presented in a small target-aspect after the HRRP preprocessing methods are discussed, and experiment results based on the SVM classifier
null Li Min Shen, null Yan Zhou Ma
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Multi-polarized HRRP Classification by SVM Ensemble
2012A high range resolution profile (HRRP) is a good characteristic for radar target, and radar target recognition by using HRRP has been studied extensively. Target recognition by fusion the target features of multiple polarimetric directions is studied in this paper, the framework of multi-polarized HRRP classification by SVM ensemble is given, and a ...
Xiaodan Wang +3 more
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A HRRP Recognition Method Based on KFD
2006 8th international Conference on Signal Processing, 2006High resolution range profiles (HRRP) could accurately reflect the structure of target, so it is an important method for radar target recognition. Kernel Fisher discriminant (KFD), which is a machine learning method based on kernel function, is suitable for classification of high dimensional samples which couldn't be separated by linear classifier.
Qing Lin, Zheng Liu, Huixia Sun
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A Novel Algorithm for HRRP Target Recognition Based on CNN
2020Compared with traditional methods, deep neural networks can extract deep information of targets from different aspects in range resolution profile (HRRP) radar automatic target recognition (RATR). This paper proposes a new convolutional neural network (CNN) for target recognition based on the full consideration of the characteristics (time-shift ...
Jieqi Li +3 more
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The Radar Echo Simulation of Moving Targets Based on HRRP
2013 IEEE International Conference on Green Computing and Communications and IEEE Internet of Things and IEEE Cyber, Physical and Social Computing, 2013To solve the radar echo simulation of moving targets, a new method is put forward based on the high resolution range profile (HRRP) of the target in this paper. Although this method demands much storage, it avoids the complicated parameter estimation, and is more close to the scattering features of target.
Tao Zhao +3 more
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An infinite classification RBM model for radar HRRP recognition
2017 International Joint Conference on Neural Networks (IJCNN), 2017High resolution range profile (HRRP) recognition is a widely used technique in the radar automatic target recognition community. However, the recognition performance often suffers from aspect sensitivity and the unsuitable features designed in practical applications.
Xuan Peng, Xunzhang Gao, Xiang Li 0014
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Range-Spread Target Detection using Consecutive HRRPs
IEEE Transactions on Aerospace and Electronic Systems, 2011In this paper, a heuristic detector is proposed to detect range-spread targets in white Gaussian noise using multiple consecutive high- resolution range profiles (HRRPs) received from a high-resolution radar (HRR). The detector consists of refiners of HRRPs and a cross-correlation integrator of refined HRRPs.
Penglang Shui +2 more
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