基于CMOS技术的MLP网络设计技术及反向传播算法的调整

F. A. Pereira, Jés Jesus Fiais Cerqueira
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引用次数: 0

摘要

CMOS乘法器的实现基于使用模拟电路进行连续时间信号处理或开关电流技术进行离散时间处理,一旦电流模式拓扑已成为低压应用中IC设计人员的趋势。在这项工作中,我们对使用IC技术实现模拟信号处理的神经网络中的基本构建块的一些技术进行了分析。尽管我们关注的是MOS器件在强反转区深入饱和的操作,但也解释了弱反转区突触的某些方面,这已经通过使用经典的漏极电流渐近模型来完成。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Technique to design MLP networks in CMOS technology with adjustment of the backpropagation algorithm
The implementation of CMOS multipliers have been based on the use of either analog circuits for continuous time signal processing or switched current techniques for discrete time processing, once current mode topologies have become a trend for IC designers in low voltage applications. In this work we perform an analysis of some techniques for implementing the basic building blocks in a neural network using the IC technology for analog signal processing. Even though we focus on the operation of MOS devices in the strong inversion region deep into saturation, some aspects of the synapses in the weak inversion region are also explained, which has been accomplished through the use of classical asymptotical models for the drain current.
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