Artificial neural architecture for real time modelling applications

E. Petriu, A. Guergachi, G. Patry, L. Zhao, D. Petriu, G. Vukovich
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Abstract

This paper presents the random-pulse machine concept and shows how it can be used for the modular design of artificial neural networks. Random-pulse machines deal with analog variables represented by the mean rate of random-pulse streams and use simple digital technology to perform arithmetic and logic operations. As an application example, a NN is proposed for modeling of the activated sludge wastewater treatment plants.
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用于实时建模应用的人工神经架构
本文提出了随机脉冲机的概念,并说明了如何将其用于人工神经网络的模块化设计。随机脉冲机处理由随机脉冲流的平均速率表示的模拟变量,并使用简单的数字技术来执行算术和逻辑运算。作为应用实例,提出了一种神经网络对活性污泥污水处理厂进行建模的方法。
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