Beyond application-specific design: a generalized deep learning framework for optical property prediction in TiO 2 /GaN nanophotonic metasurfaces
Year: 2025
Type: article
Abstract: , respectively, for a wavelength range of 600-700 nm. To validate the effectiveness of our proposed approach, focusing performance was exhibited for two flat lenses: a smaller lens with a 20 μm diameter and a larger lens featuring an identical diameter and focal length of 100 μm. A brief study on the effects of varying angles of incident light has also been conducted. While minimizing the need for typically tedious and at times ineffective repetitive analyses, the parameterized datasets can be beneficial for developing different optical components.
Source: Nanoscale Advances
DOI: 10.1039/d5na00550g
Authors: Adrita Anwar, Shahamat Mustavi Tasin, Mahabub Alam Bhuiyan, Nymul Yeachin, Sharnali Islam, Khaleda Ali
Language: English
Field: Materials Science
Domain: Physical Sciences
Open Access status: gold
Estimated APC paid: $1,962
OpenAlex ID: W4413007195