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Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch
We propose a new method for performing photonic circuit simulations based on the scatter matrix formalism. We leverage the popular deep-learning framework PyTorch to reimagine photonic circuits as sparsely connected complex-valued neural networks. This allows for highly parallel simulation of large...
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| Published in: | Sci Rep |
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| Main Authors: | , , |
| Format: | Artigo |
| Language: | Inglês |
| Published: |
Nature Publishing Group UK
2019
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| Subjects: | |
| Online Access: | https://ncbi.nlm.nih.gov/pmc/articles/PMC6459821/ https://ncbi.nlm.nih.gov/pubmed/30976036 https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-019-42408-2 |
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