Ground moving target identification based on neural network

Li Ming*, An Yuyan, Jiang Chunlan, Wang Zaicheng

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

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摘要

With the development of science and chip technology, more and more attention is taken on more accurate and more intelligent recognition of the complex targets. Target identification is studied based on neural network method in this paper. Firstly, Wavelet analysis method is used for target feature extraction. 4 layers of wavelet decomposition and reconstruction are done for multiple signals, several groups of feature vectors have been obtained and they constitute the neural network learning sample set. Secondly, by analyzing and comparing a variety of BP algorithm, the resilient BP method is finally selected. Only 16 steps of training are needed to meet the error requirement by the resilient BP learning algorithm. Then, Bp neural network is designed and trained according to the signal characteristics. Finally, a recognition test is carried out. The test results show the recognition rate of 90% for the vehicles and 80% for the personnel.

源语言英语
主期刊名Proceedings - 2011 International Conference on Internet Computing and Information Services, ICICIS 2011
439-442
页数4
DOI
出版状态已出版 - 2011
活动2011 International Conference on Internet Computing and Information Services, ICICIS 2011 - Hong Kong, 香港
期限: 17 9月 201118 9月 2011

出版系列

姓名Proceedings - 2011 International Conference on Internet Computing and Information Services, ICICIS 2011

会议

会议2011 International Conference on Internet Computing and Information Services, ICICIS 2011
国家/地区香港
Hong Kong
时期17/09/1118/09/11

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引用此

Ming, L., Yuyan, A., Chunlan, J., & Zaicheng, W. (2011). Ground moving target identification based on neural network. 在 Proceedings - 2011 International Conference on Internet Computing and Information Services, ICICIS 2011 (页码 439-442). 文章 6063291 (Proceedings - 2011 International Conference on Internet Computing and Information Services, ICICIS 2011). https://doi.org/10.1109/ICICIS.2011.114