期刊文献+

小生境进化RBF网络在信道均衡中的应用

Application of RBF network based on niche genetic algorithm in channel equalization
下载PDF
导出
摘要 基于RBF网络的信道均衡器,其性能取决于神经网络的隐层参数。文中采用判决反馈均衡器的结构,RBF网络隐层的结构和参数则由基于小生境技术的混合递阶遗传算法来确定。仿真结果表明,这种RBF网络均衡器性能优良。 Performance of the RBFN-based channel equalizer depends on the RBF nonlinear hidden layer. This paper uses genetic algorithm to detemine the hidden layer's structure and parameters. The proposed genetic algorithm is based on niche and hybrid hierarchy. In addition, the equalizer is constructed with decision feedback configuration. Simulation results show that this equalizer has good performance.
出处 《信息技术》 2008年第8期96-98,112,共4页 Information Technology
关键词 信道均衡 径向基函数神经网络 遗传算法 小生境 channel equalization RBF neural network genetic algorithm niche
  • 相关文献

参考文献6

二级参考文献24

  • 1李扬,朱培玉,王延儒.溴化四乙铵催化合成碳酸乙烯酯反应研究[J].南京师范大学学报(工程技术版),2007,7(1):59-62. 被引量:9
  • 2Mulgrew B. Applying radial basis functions [ J ]. IEEE Signal Processing Magazine, 1996, 13(2) : 50-65.
  • 3Chen S, Gibson G J, Cowan C F N, et al. Reconstruction of binary signals using an adaptive radial basis function equalizer [ J ].Signal Processing, 1991,22( 1 ): 77-93.
  • 4Lin H, Yamashita K. A fast clustering algorithm for equalization using RBF networks [A]. 1999 Third International Conference on Knowledge-Based Intdligent Information Engineering Systems[C]. Piscataway, USA: IEEE, 1999.349-352.
  • 5Chun J S, Kim M K, Jung H K. Shape optimization of electromagnetie devices using immune algorithm [ J ]. IEEE Transactions on Magnetics, 1997, 33(2): 1876-1879.
  • 6Chen S, Cowan C F N, Grant P M. Orthogonal least squares learning algorithms for radial basis function networks [ J ]. IEEE Trans. on Neural Networks, 1991, 2(2) : 302-309.
  • 7Billings S A, Zheng G L. Radial basis function network configuration using genetic algorithms [J]. Neural Networks, 1995, 8(6) :877 - 890.
  • 8Gao Q,IEEE Trans Neural Networks,1999年,10卷,958页
  • 9Chen S,Sighal Processing,1994年,36卷,175页
  • 10Gibson G J,IEEE Trans Signal Processing,1991年,39卷

共引文献78

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部