Acceleration Method for Learning Fine-Layered Optical Neural Networks

2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD)(2021)

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摘要
An optical neural network (ONN) is a promising system due to its high-speed and low-power operation. Its linear unit performs a multiplication of an input vector and a weight matrix in optical analog circuits. Among them, a circuit with a multiple-layered structure of programmable Mach-Zehnder interferometers (MZIs) can realize a specific class of unitary matrices with a limited number of MZIs as ...
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关键词
Mach-Zehnder interferometers,Integrated optics,Optical interferometry,Recurrent neural networks,Design automation,Optical computing,Machine learning
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