Energy Efficiency of Photonic Convolution for Artificial Intelligence Workloads

Jonas Weiss,Pascal Stark,Lorenz K. Muller,Folkert Horst,Roger Dangel,Bert Jan Offrein

2021 IEEE Workshop on Signal Processing Systems (SiPS)（2021）

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摘要

Energy Efficiency of Artificial Intelligence (AI) workloads increasingly becomes a challenge as i) they are being adopted by a growing community of industries and ii) the AI models used are growing tremendously in complexity. We can identify certain common operations which contribute to the bulk of the computations of these workloads and thus also to the overall energy footprint. Besides data-tran...

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artificial intelligence,convolution,co-processor,optical computing,silicon photonics,barium titanate

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