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以神经网络和遗传算法为代表的进化算法都基于智能信息处理的理论,但是各自都存在一些缺陷.设计并实现了基于遗传算法的BP神经网络算法BP-GA,该算法将遗传算法和BP算法相结合,用基于实数编码的遗传算法优化神经网络的权值后,应用于图像压缩.实验证明,利用此混合神经网络进行图像压缩,压缩比高,图像恢复质量效果好.

参考文献

[1] Chen Guoliang,Wang Xufa,et al.Genetic Algorithm and its Application (遗传算法及其应用)[M].Beijing:Posts & Telecom Press,1999.241-257 (in Chinese).
[2] Wang Xiaoping,Cao Liming.Genetic Algorithm-Its Theory,Application and Software Realization (遗传算法-理论、应用与软件实现)[M].Xi'an:Xi'an Jiaotong University Press,2002.18-50 (in Chinese).
[3] Wei Haikun.The Theory and Method of Neural Network Structure Design(神经网络结构设计的理论与方法)[M].Beijing:National Defence Industry Press,2005.136-169 (in Chinese).
[4] Sun Jixiang.Image Compression and Projection Rebuild(图像压缩与投影重建)[M].Beijing:Science Press,2005.10-49 (in Chinese).
[5] Wang Xufa,Zhang Hongbin.An improved algorithm for image compressing using BP neural network[J].Journal of China University of Science and Technology(中国科技大学学报),1994,24(4):456-460 (in Chinese).
[6] Wang Baozhong,et al.A multi-layer neural network back propagation algorithm based on real-coded genetic algorithm[J].Engineering Journal of Wuhan University(武汉大学学报),1998,44(3):289-291 (in Chinese).
[7] Wang Fengqin,Gao Ying,Zhao Jun.Optimization of neural network based on genetic algorithm[J].Journal of Yanshan University (燕山大学学报),2001,25(3):234-238 (in Chinese).
[8] Liu Yan,Zhang Xueqing,Yang Shaoguo.Application of a hybrid NN in image compression[J].Optics & Optoelectronic Technology (光学与光电技术),2003,1(4):26-29 (in Chinese).
[9] Jiang J.Neural network technology for image compression[C].Int.Broadcasting Convention,1995,250-257.
[10] Jackson David Jeff,Hannah Sidney Joel.Comparative analysis of image compression techniques[C].Proc.SSST '93,1993,513-517.
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