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Optical learning neural network with a Pockels readout optical modulator

机译:具有Pockels读出光学调制器的光学学习神经网络

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摘要

We have constructed an optical neural-network system with learning capability by using a Pockels readout optical modulator. The system has a two-dimensional structure that permits easy optical alignment and can handle images without scanning. Learning signals are calculated optically with two Liquid-crystal devices by a matrix-matrix outer-product method. The calculated learning signals are added directly to the weights memorized on the Pockels readout optical modulator. A two-layer network is implemented, and the learning and recognition of four alphabetical characters are realized according to the delta rule. (C) 1998 Optical Society of America. [References: 20]
机译:通过使用Pockels读出光学调制器,我们构建了具有学习能力的光学神经网络系统。该系统具有二维结构,可轻松进行光学对准,并且无需扫描即可处理图像。学习信号通过矩阵矩阵外积法用两个液晶设备进行光学计算。计算出的学习信号直接添加到存储在普克尔斯读数光学调制器上的权重上。实现了两层网络,并根据增量规则实现了四个字母字符的学习和识别。 (C)1998年美国眼镜学会。 [参考:20]

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