Elman和改进的Elman神经网络的动态特性

Proceedings. International Conference on Machine Learning and Cybernetics Pub Date : 2002-11-04 DOI:10.1109/ICMLC.2002.1174413

Yuan-Chu Cheng, Weimin Qi, W. Cai

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引用次数: 80

摘要

Elman网络是一种著名的递归神经网络。本文概述了Elman神经网络的结构及其改进形式。两者都有可训练的前馈连接。然后，通过与离散PID控制算法的比较，利用z变换函数充分讨论了它们的动态特性。最后，我们得出改进的Elman网络具有更好的动态特性。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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Dynamic properties of Elman and modified Elman neural network

The Elman network is a well-known recurrent neural network. In this paper, an overview of the structure of the Elman neural network and its modified form are presented. Both have trainable feed-forward connections. Then, by comparing with the discrete PID control algorithm, their dynamic characteristics are fully discussed using the z transform function. Finally, we conclude that the modified Elman network has better dynamic properties.

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Proceedings. International Conference on Machine Learning and Cybernetics

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