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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...
| Autores principales: | , , |
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| Formato: | Online Artículo Texto |
| Lenguaje: | English |
| Publicado: |
Nature Publishing Group UK
2019
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| Materias: | |
| Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6459821/ https://www.ncbi.nlm.nih.gov/pubmed/30976036 http://dx.doi.org/10.1038/s41598-019-42408-2 |