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Volume 17 Issue 6
Nov.  1995
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Zhao Qun, Bao Zheng, Ye Wei. RADAR TARGET RECOGNITION BASED ON NEURAL NETWORK[J]. Journal of Electronics & Information Technology, 1995, 17(6): 591-598.
Citation: Zhao Qun, Bao Zheng, Ye Wei. RADAR TARGET RECOGNITION BASED ON NEURAL NETWORK[J]. Journal of Electronics & Information Technology, 1995, 17(6): 591-598.

RADAR TARGET RECOGNITION BASED ON NEURAL NETWORK

  • Received Date: 1993-10-16
  • Rev Recd Date: 1995-03-13
  • Publish Date: 1995-11-19
  • The problem of radar target recognition based on a radial basis function network is discussed. On the basis of analyzing the features of one-dimensional range profile, an effective method is proposed, which performs amplitude average of the range profiles to obtain more stable patterns. After pointing out the limitedness of traditional experimental formula, this paper also gives a method of estimating the shape parameter of a Guassian kernel function based on the spacial distribution of training samples.It is shown from theoretical analysis and experimental results of rotating platform imaging based on data acquired in a microwave anechoic chamber that the method proposed in this paper is promissing in the application of radar target recognition.
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  • Bhanu B. IEEE Trans. on AES, 1986, AES-22(4): 364-379.[2]Roth M W. IEEE Trans. on NN, 1990. NN-1(1): 28-43.[3]Farhat N H. Proc[J].IEEE.1989, 77(5):670-680[4]Beastall W D. Recognition of radar signals by neural network.[5]First IEE ICANN, London: 1989, 139-142.[6]Vrckovnik G, et al. Radial basis function classification of impulsed radar waveforms, Proc, of International Joint Conferencr. on Neural Network, Vol. 1, LS90. 45-50.[7]目标识别课题组.雷达目标特性测试、识别与分类研究报告--目标一维成象及识别技术.西安:西安电子科技大学电子工程研究所研究报告,1992.12.[8]]Renals S, et al. Phoneme classification experiments using radial basis functions, Proc. of International Joint Conference on Neural Network, Vol. I, 1989 461-467.[9]Poggio T, et al. Proc. IEEE, 1990, 78(9).[10]Koontz W L G, Fukunaga K. IEEE Trans, on C, 1972,C-21(9): 976-974.[11]边肇祺.模式识别.北京:清华大学出版社,第九章.[12]黄德双. 雷达目标一维象识别技术研究:[博士论文].西安:西安电子科技大学,1992.[13]保铮,邓文彪,杨军.电子学报,1992,20(6): 1-6.
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