Adjoint method in machine learning: A pathway to efficient inverse design of photonic devices

Innovative machine learning techniques have facilitated the inverse design of photonic structures for numerous practical applications. Nevertheless, the quantity of data and the initial data distribution are paramount for the discovery of highly efficient photonic devices. These devices often requir...

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Detalhes bibliográficos

Principais autores:	Chanik Kang, Dongjin Seo, Svetlana V. Boriskina, Haejun Chung
Formato:	Artigo
Idioma:	Inglês
Publicado em:	Elsevier 2024-03-01
coleção:	Materials & Design
Assuntos:	Photonics Inverse design Adjoint variable method Topology optimization Deep learning Generative adversarial networks
Acesso em linha:	http://www.sciencedirect.com/science/article/pii/S0264127524001096
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