The use of the electrical simulator SPICE for behavioral simulation of artificial neural networks

V. Piuri
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引用次数: 4

Abstract

Artificial neural networks (ANNs) are an alternative solution to traditional architectures for massive computation in an increasing number of applications. Behavioral simulation of these computing paradigms requires the use of specific CAD tools to verify the correctness of structures and algorithms before starting the subsequent phases of design and implementation by means of digital, analog or mixed integrated circuits. This paper presents an approach to behavioral simulation which is independent from the technological solution used to implement the ANN. The proposal is based upon the use of the well-known electrical simulator SPICE. The mapping of the ANN entities onto electrical components is described and experimental results are discussed.<>
利用SPICE电子模拟器对人工神经网络进行行为模拟
在越来越多的应用中,人工神经网络(ann)是传统架构的替代方案,用于大规模计算。这些计算范式的行为模拟需要使用特定的CAD工具来验证结构和算法的正确性,然后通过数字、模拟或混合集成电路开始设计和实现的后续阶段。本文提出了一种独立于实现人工神经网络的技术方案的行为模拟方法。该方案是基于使用著名的电子模拟器SPICE。描述了人工神经网络实体到电子元件的映射,并讨论了实验结果。
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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