Abstract A method to construct intervalwavelets is introduced in this paper, which is combined with neural network. A model of intervalwavelets neural network is proposed to classify signals, which can solve the problem that basic space does not match the space of learnt signals. Analogue annealing strategy is introduced into the model, and adaptive varied learning coefficient is applied to train the network. The experimental results show that the number of neurons can be decreased, the convergence rates also can be improved and “dimension disaster ” problem is solved with better classification effect as well when applying intervalwavelets neural network in Radar Target Recognition.
[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)
2006, Vol. 19 
