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Legendre神经网络非线性信道均衡
引用本文:赵海全,张家树,曾祥萍.Legendre神经网络非线性信道均衡[J].信息与控制,2007,36(2):154-159.
作者姓名:赵海全  张家树  曾祥萍
作者单位:1. 西南交通大学信号与信息处理四川省重点实验室,四川,成都,610031;成都信息工程学院电子工程系,四川,成都,610225
2. 西南交通大学信号与信息处理四川省重点实验室,四川,成都,610031
3. 成都信息工程学院电子基础教学实验中心,四川,成都,610225
基金项目:国家自然科学基金;教育部跨世纪优秀人才培养计划
摘    要:在分析Chebyshev正交多项式神经网络非线性滤波器的基础上,利用Legendre正交多项式快速逼近的优良特性以及判决反馈均衡器的结构特点,提出了两种新型结构的非线性均衡器,并利用NLMS算法,推导出自适应算法.仿真表明,无论通信信道是线性还是非线性,Legendre神经网络自适应均衡器与Chebyshev神经网络均衡器的各项性能均接近,而Legendre神经网络判决反馈自适应均衡器能够更有效地消除码间干扰和非线性干扰,误码性能也得到较好的改善.

关 键 词:非线性信道  Chebyshev  Legendre  正交多项式
文章编号:1002-0411(2007)02-0154436
修稿时间:2006-06-14

Equalization of Nonlinear Channel in Legendre Neural Network
ZHAO Hai-quan,ZHANG Jia-shu,ZENG Xiang-ping.Equalization of Nonlinear Channel in Legendre Neural Network[J].Information and Control,2007,36(2):154-159.
Authors:ZHAO Hai-quan  ZHANG Jia-shu  ZENG Xiang-ping
Affiliation:1. Key Laboratory of Signal and Information Processing of Sichuan Province, Southwest Jiaotong University, Chengdu 610031, China; 2. Department of Electronic Engineering, Chengdu University of Information Technology, Chengdu 610225, China; 3. Teaching and Experiment Center of Basic Electronics, Chengdu University of Information Technology, Chengdu 610225, China
Abstract:Based on the analysis of Chebyshev orthogonal polynomial neural network nonlinear filter,and by using the fast approximation characteristics of Legendre orthogonal polynomial and the structrue of decision feedback equalizer,two nonlinear equalizers with new structures are proposed,and an adaptive algorithm is deduced with the normalized least mean squares(NLMS).Simulations show that the equalization performances of the adaptive equali-zers based on Legendre neural network and Chebyshev neural network are very approximate no matter the channel is linear or nonlinear,and the adaptive decision feedback equalizer based on Legendre orthogonal polynomial neural network can more effectively remove the nonlinear disturbance and intersymbol interference(ISI) and impove the performance of bit error ratio(BER).
Keywords:Chebyshev  Legendre
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