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Artificial neural system with binary weighting by equal resistor network

机译:等电阻网络的二进制加权人工神经系统

摘要

An artificial neural system has input operational amplifiers providing differential voltage input signals to a neuron including a voltage divider network having a plurality of substantially equal resistances selectably connectable to the components of the input signals so as to define the bits of binary weights for each of the input signals and to generate unweighted network output voltage signals corresponding to each bit position of the weights and representing the sums of the products of each input signal and the bit at each bit position. The unweighted bit position signals are provided to a bit position weighting device which is common to all of the weights of a neuron and which weights the unweighted signals by the binary positional values of the bit positions. The unweighted bit position signals are differential signals having one component generated by reference resistances of the network, and the sign of each weight may be selected by connection of the reference resistances to one or the other of the input signal components. A preferred embodiment has only one reference resistance for each weight. This reference resistance corresponds to a sign bit position, and the reference resistances for all of the weights are connected to provide a common reference voltage component for all of the unweighted bit position signals. Differential voltage output signals from a system utilized as one artificial neural layer may be directly connected as differential voltage input signals for the voltage divider network of a system utilized as a second layer.
机译:人工神经系统具有输入运算放大器,该输入运算放大器向神经元提供差分电压输入信号,该神经元包括具有分压器网络的分压器网络,该分压器网络具有可选择性地连接至输入信号的分量的多个基本相等的电阻,从而为每个分量确定二进制权重位输入信号并产生未加权的网络输出电压信号,该输出信号与权重的每个比特位置相对应,并表示每个输入信号与每个比特位置上的比特的乘积之和。未加权的比特位置信号被提供给比特位置加权装置,该装置对于神经元的所有权重是共同的,并且通过比特位置的二进制位置值对未加权的信号加权。未加权的比特位置信号是具有由网络的参考电阻产生的一个分量的差分信号,并且可以通过将参考电阻连接到一个或另一个输入信号分量来选择每个权重的符号。一个优选的实施例对于每个重量仅具有一个参考电阻。该参考电阻对应于符号位的位置,并且所有权重的参考电阻均被连接以为所有未加权的位位置信号提供公共参考电压分量。来自用作一个人工神经层的系统的差分电压输出信号可以直接连接为用作第二层的系统的分压器网络的差分电压输入信号。

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