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Classifying HRRP by AdaBoostSVM
2008 9th International Conference on Signal Processing, 2008Radar target identification by using high resolution range profile (HRRP) have been studied extensively. Effective way of HRRP classification by support vector machine (SVM) was studied in this paper. In order to improve the classification performance of SVM, the approach of improving the classification performance of AdaBoostSVM was studied.
Chongming Wu +2 more
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Support vector machine for HRRP classification
Seventh International Symposium on Signal Processing and Its Applications, 2003. Proceedings., 2003Radar target identification schemes by using high resolution range profile(HRRP) as features have been studied extensively. In practical systems we usually have only a very limited amount of training data. Therefore how to train a classifier with good generalization performance based on the training set is obviously a challenging task.
Xiao-dan Wang, Ji-qin Wang
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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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Polarimetric HRRP Target Recognition Based on Convlstm
IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019The high resolution range profiles (HRRPs) of different polarimetric channels can enhance the recognition performance. Few existing methods focus on combining the structure information with correlation between different polarimetric channels. In this paper, we applied ConvLSTM to polarimetric HRRP target recognition. ConvLSTM can be used to combine the
Wei Chen +4 more
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A Hierarchical Network (HRRP(k)) and Its Application
2010 IEEE Asia-Pacific Services Computing Conference, 2010This paper is concerned with the problem of how to share distributed resources. Based on a distributed resource sharing application in schools, an HRRP(k) network is proposed and its properties studied. It is proven that the HRRP(k) network has better performance than a 2-D mesh in group communication.
Fang-Ai Liu, Chang-Ming Xing
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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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