Experimental comparison of different associative memory techniques implemented optically by the same system architecture

K. Weible, N. Collings, W. Xue, G. Pedrini, R. Daendiker
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Abstract

In recent years, much work has been going on in the optical implementation of artificial neural network systems. The parallel and crosstalk free interconnection characteristics of optical systems are well suited to exploit fully the desired parallel characteristics of artificial neural networks. The application of these systems as associative memories has been explored in many cases.1-4 To facilitate optical implementation of these neural systems various modifications to the original Hopfield model have been proposed.5 It has been shown both theoretically and experimentally, that the storage and recall capacity of neural systems based on the Hopfield model are not significantly reduced when only the inhibitory (negative) interconnections are used.6,7
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同一系统架构下不同光学联想记忆技术的实验比较
近年来,人们对人工神经网络系统的光学实现进行了大量的研究。光学系统的并行和无串扰互连特性非常适合充分利用人工神经网络所期望的并行特性。这些系统作为联想记忆的应用已经在许多情况下进行了探索。为了方便这些神经系统的光学实现,已经提出了对原始Hopfield模型的各种修改理论和实验都表明,当只使用抑制性(负)互连时,基于Hopfield模型的神经系统的存储和回忆能力并没有显著降低
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