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基于神经网络的多维非线性模型参数估计
引用本文:董德存 张树京. 基于神经网络的多维非线性模型参数估计[J]. 通信学报, 1997, 18(1): 8-16
作者姓名:董德存 张树京
作者单位:上海铁道大学
摘    要:本文详细研究了多层BP神经网络的特性,并提出了基于预畸变处理的广义线性模型参数估计方法。借助于函数组合器,提出了基于神经网络的多维非线性模型参数估计算法,从而为多维非线性参数辨识和分析提供一种有效途径。模拟结果表明,本文所提出的多维非线性模型参数估计方法是成功的。

关 键 词:多维非线性模型 神经网络 信号处理

Parameter Estimation for Multi Dimension Non Linear Model via Neural Network
Dong Decun Zhang Shujing. Parameter Estimation for Multi Dimension Non Linear Model via Neural Network[J]. Journal on Communications, 1997, 18(1): 8-16
Authors:Dong Decun Zhang Shujing
Abstract:In this paper, the characteristic of multi layer BP neural network has been studied in detail. The neural network method for parameter estimation of broadsense linear model is proposed via pre distorted technology. By means of function combiner, the method for parameter estimation of multi dimensional nonlinear models is also proposed via neural networks. A valid method for parameter identification and analysis of multi dimentional nonlinear systems is provided. The simulation results show that the parameter estimation method for multi dimensional nonlinear models is successful.
Keywords:multi dimensional nonlinear model   neural network
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