全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

分类区间小波网络在目标识别中的应用

, PP. 388-392

Keywords: 区间小波,分类区间小波网络,目标识别,雷达

Full-Text   Cite this paper   Add to My Lib

Abstract:

介绍一种区间小波的构造方法.并将区间小波与神经网络相结合,提出一种用于信号分类的分类区间小波网络,利用它解决小波网络的基底空间与被学习信号所属空间不匹配的问题.在分类区间小波网络模型中引入模拟退火策略,并采用自适应变学习系数训练网络.实验结果表明,将分类区间小波网络应用于雷达目标识别,可以减少神经元数目,提高网络收敛速度,并能较好解决高维学习的“维数灾难”问题,获得较好的分类效果.

References

[1]  Zhang Q H, Benveniste A. Wavelet Networks. IEEE Trans on Neural Networks, 1992, 3(6): 889-898
[2]  Becerikli Y, Oysal Y, Konar A F. On a Dynamic Wavelet Network and Its Modeling Application. In: Proc of the 13th International Conference on Artificial Neural Networks. New York, USA, 2003, 710-718
[3]  Boshra M, Bhanu B. Predicting an Upper Bound on SAR ATR Performance. IEEE Trans on Aerospace and Electronic System, 2001, 37(3): 876-888
[4]  Gao X P, Zhang B. Interval-Wavelets Neural Networks(Ⅰ)-Theory and Implements. Journal of Software, 1998, 9(3): 217-222 (in Chinese) (高协平,张 钹.区间小波神经网络(Ⅰ)—理论与实现.软件学报, 1998, 9(3): 217-222)
[5]  Guan L T, Liu X M. Tersor Product Wavelets Decomposition for Scattered Data on Some Lines in a Plane. Chinese Journal of Engineering Mathematics, 2001, 18(z1): 44-50 (in Chinese) (关履泰,刘晓铭.平面中线上分布的散乱数据小波分解.工程数学学报, 2001, 18(z1): 44-50)
[6]  Sun J H, Yi X M. The Application of Inter-Wavelets in the Detection of Singularity. Mathematic Application, 2000, 13(4): 29-33 (in Chinese) (孙建华, 羿旭明. 区间小波在奇异性探测中的应用.应用数学, 2000, 13(4): 29-33)
[7]  Sun J H, Yi X M, Chen Y. Cohen Interval-Wavelets Decomposition and Its Application in the Detection of Boundary Layer. Journal of Mathematics, 2001, 21(1): 89-93 (in Chinese) (孙建华, 羿旭明, 陈 豫. Cohen区间小波分解及其在边界层探测中的应用.数学杂志, 2001, 21(1): 89-93)
[8]  Huang S Q, Zhang S W, Xin R Y. Construction of Quasi-Shannon Interval Wavelet and Application in Numerical Approximation. Journal of China Agricultural University, 2004, 9(3): 67-70 (in Chinese) (黄素清, 张森文, 邢如义. 拟Shannon区间小波的构造及其在数值逼近中的应用.中国农业大学学报, 2004, 9(3): 67-70)
[9]  Andersson L, Hall N, Jawerth B, Peters G. Wavelets on Closed Subsets of the Real Line. In: Schumaker L L, Webb G, eds. Recent Advances in Wavelet Analysis. New York, USA: Academic Press, 1994, 1-61
[10]  Gao X P, Zhang B. Interval-Wavelets Neural Networks(Ⅱ)-Properties and Experiment. Journal of Software, 1998, 9(4): 246-250 (in Chinese) (高协平,张 钹.区间小波神经网络(Ⅱ)——性质与模拟.软件学报, 1998, 9(4): 246-250)

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133