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遥感图像分类的LMBP核函数改进算法

DOI: 10.11834/jig.20111216

Keywords: 核函数,LMBP算法,遥感图像分类

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Abstract:

在核函数的基础上采用向量扩展的方法改进传统的LMBP算法,将输入向量由低维转换到高维,充分利用误差函数的一二阶导数信息,同时结合传统LMBP算法的优点提高网络训练的收敛速度。仿真实验结果表明,改进方法网络训练的迭代次数更少,分类精度更高,对遥感图像分类更有效。

References

[1]  Li Chaofeng, Zeng Shenggen, Xu Lei. Inteligent Processing Techniques of Remote Sensing Image [M]. Beijing:Publishing House of Electronics Industry, 2001.9:27-66, 294-304.
[2]  Wang Yushi, Gao Wen. Kernel-based image classification using the context of visual words [J]. Journal of Image and Graphics, 2010, 15(4):607-616.
[3]  Bian Zhaoqi, Zhang Xuegong. Pattern Recognition (2nd ed) [M]. Beijing:Tsinghua University Press, 2007,1:250-271.
[4]  Zhou Hongbo, Xue Guiyu, Fu Chenghua. Elastic parameter inversion of concrete dam based on L-MBP neural network [J]. Sichuan Water Power,2009, 28(1):86-90.
[5]  Kent W K, Wai L L, Li Zhilin. The effects on image classification using image compression technique [J]. International Archives of Photogrammertry and Remote Sensing, 2000, 33(B7):744-750.
[6]  Zhang Dongbo, Wang Yaonan. Neural network ensemble based on rough sets reduction and its application to remote sensing image classification [J]. Journal of Image and Graphics, 2008, 13(3):480-487.
[7]  Ge Zhexue, Sun Zhiqiang. Neural Network Theory and Matlab Application [M]. Beijing:Publishing House of Electronics Industry, 2007:118-119.
[8]  Wu Jinpei. Principle component analysis and application based on kerner function [J]. Systems Engineering, 2005,23(2):117-120.
[9]  Baudat G, Anouar F. Generalized discriminant analysis using a kernel function[J]. Neural Computing, 2000, 12(10):2385-2404.
[10]  Yin Wanghong, Li Chaofeng, Zhang Junben, et al. Hybrid-kernel SOM neural network and its application in remote-sensing image data classification [J]. Computer Engineering and Design, 2009, 30 (2):388-391.
[11]  Rajeev W, Samik C, Bhaskar G. Neurocomputational analysis of square microstrip antenna characteristics [J]. International Journal of Electronics & Communication Technology, 2010, 12(1):20-24.
[12]  Yang Shuying. Pattern Recognition and Intelligent Computing:its Matlab Realization [M]. Beijing:Tsinghua University Press, 2008,1:140-153.

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