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软件无线电中数字调制信号的自动识别 被引量:2

Automatic identification of digital modulation for software radio
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摘要 针对软件无线电系统中数字信号调制方式的自动识别提出一种改进算法.使用从调制信号中提取的的特征参数,对多个MLP分类器进行独立训练,使用输出向量的加权投票表决法来融合多个MLP分类器的方法,得到了在信噪比大于等于10dB时良好的效果,验证了方法的可行性. A novel algorithm for automatic identifiction of digital modulation is proposed,which can be used in the field of software radio. The mehod is: some high quality features are extracted from the modulated signals, a number of MLP classifiers are trained seperately and independently, a new weighted voting mothod,the weight value of which is based on the output vectors of the classifiers,is adopted to accomplish the fusion of multiple classifier. Simulation results demonstrate that this method is efficient when SNR≥10 dB.
出处 《应用科技》 CAS 2004年第6期25-27,共3页 Applied Science and Technology
关键词 软件无线电 调制方式 自动识别 MLP 多分类器融合 software radio modulation scheme automatic identification MLP multiple classifier fusion
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  • 1苗建苏,傅丰林.RBF网络在通信信号自动识别中的应用[J].西安电子科技大学学报,1996,23(1):112-120. 被引量:9
  • 2[1]Duerr B,Haettich W,Tropf H,et al.A combination of statistic and syntactical pattern recognition applied to classification of unconstrained handwritten numerals[J].Pattern Recognition,1980,12(1):189-199.
  • 3[2]Ahmed P,Suen C Y.Computer recognition of totally unconstrained handwritten ZIP codes[J].Pattern Recognition and Artificial Intelligence,1987,1(1):1-15.
  • 4[3]Xu L,Krzyzak A,Suen C Y.Methods of combining multiple classifiers and their applications to handwriting recognition[J].IEEE Trans on Sys,Man,and Cyber,1992,23(3):418-435.
  • 5[4]Lam L,Suen C Y.Application of majority voting to pattern recognition: an analysis of its behavior and performance[J].IEEE Trans on Sys,Man,and Cyber,1997,27(5):553-561.
  • 6[5]Verikas A,Lipnickas A,Malmqvist K,et al.Soft combination of neural classifiers: a comparative study[J].Pattern Recognition Letters,1999,20:429-444.
  • 7[6]Lam L,Suen C Y.Optimal combining of pattern classifiers[J].Pattern Recognition Letters,1995,16:945-954.
  • 8[7]Abhijit S P,Robert B M.Pattern recognition with neural networks in C++[M].Boca Raton: CRC Press,1994.

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  • 1陈杰,何晨.基于OLS的径向基函数神经网络实现多种数字信号调制方式自动识别[J].上海交通大学学报,2004,38(z1):26-29. 被引量:1
  • 2赵知劲,周云水,尚俊娜.基于时频分析和RBF神经网络的调制识别[J].压电与声光,2004,26(4):328-330. 被引量:7
  • 3王康利,谢建菲,赵兰华.基于神经网络的软件无线电信号的调制识别[J].计算机测量与控制,2004,12(9):877-878. 被引量:6
  • 4周玉凡,明望,陶松.通信信号调制识别方法[J].电信技术研究,2004(12):1-8. 被引量:1
  • 5阎平凡 张长水.人工神经网络与模拟进化计算[M].北京:清华大学出版社,2001..
  • 6Nandi A K,Azzouz E E.Modulation Recognition Using Artificial Neural Networks[J].Signal Processing,1997,56(2):165-175.
  • 7Ruck D W,Rogers S K,Kabrisky M,et al.The multiplayer perceptron as an approximation to a Bayes optimal discriminat function[J].IEEE Transactions on Neural Networks,1990,1 (4):296-298.
  • 8Hill,Orzeszko.Performance comparison of neural network and statistical discriminant processing techniques for automatic modulation recognition[J].Application of Artificial Neural Network,SPIE,1991,1 469:329-340.
  • 9Wong M L D,Nandi A K.Automafie digital modulation recognition using artificial neural network and genetic algorithm[J].Signal Processing,2004,84:351-365.
  • 10Nandi A K,Azzouz E E.Modulation Recognition Using Artificial Neural Networks[J].Signal Processing,1997,56(2):165-175.

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