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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Detalles Bibliográficos
Autores principales: Laporte, Floris, Dambre, Joni, Bienstman, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Article
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

Internet

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

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