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Optical implementation of associative memory based on parallel rank-one interconnections

机译:基于并行级别的关联存储器的光学实现 - 一个互连

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In this paper, an optical implementation of an associative memory based on parallel rank-one interconnections and time integration is proposed and experimental results are demonstrated. Optical parallel rank-one interconnections based on singular value decomposition and time-integration are useful in implementing real-time, programmable, and adaptable neural networks with arbitrary order. Input patterns can have the same size as the outer-product memory matrix at the expense of time usage proportional to the dimensionality of the input pattern. Computer simulation results are given to show that this time usage can be reduced by using singular value decomposition and principal components analysis, without substantial degradation of the performance of the system. This consequently allows efficient utilization of the spatial parallelism that optical systems can offer.
机译:在本文中,提出了基于并行级互连和时间集成的关联存储器的光学实现,并且证明了实验结果。基于奇异值分解和时间集成的光纤并行校准可用于实现具有任意顺序的实时,可编程和适应性的神经网络。输入图案可以具有与外部产品存储矩阵相同的大小,以与输入图案的维度成比例的时间使用时间。提出了计算机仿真结果表明,通过使用奇异值分解和主成分分析,可以减少这次使用情况,而不会降低系统性能的实质性。因此,这允许有效利用光学系统可以提供的空间并行性。

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