Figure - available from: Neuromorphic Computing and Engineering
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(a) Base 4−3−2 network, light circles indicate matrix–vector products, dark circles indicate merging/averaging (see (b) and (c)), boxes indicate activation functions. The light box indicates a single instance of a photonic layer as in figure 1. (b) Example for the tree-like design with 2 layers as input copies to each subsequent layer. The light circles indicate the linear operations/matrix-vector products. The results of the linear operation is averaged (single solid-blue circle) and fed through the activation function, producing the multiple version of the layers output (boxes). (c) Example of accordion-like design.
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All analog signal processing is fundamentally subject to noise, and this is also the case in next generation implementations of optical neural networks (ONNs). Therefore, we propose the first hardware-based approach to mitigate noise in ONNs. A tree-like and an accordion-like design are constructed from a given NN that one wishes to implement. Both...
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