MetAI Lab Metaphotonics and AI Convergence Lab
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2025

Hybrid Frameworks Integrating Deep Learning and Optimization Methods for Inverse Design in Nanophotonics
Hybrid Frameworks Integrating Deep Learning and Optimization Methods for Inverse Design in Nanophotonics
Harit Keawmuang, Shiqi Hu, Trevon Badloe, Sunae So, Junsuk Rho
ACS Applied Materials & Interfaces  ·  30 May 2025  ·  doi:10.1021/acsami.5c03196
[IF: 8.3]

2024

Inverse design of colored daytime radiative coolers using deep neural networks
Inverse design of colored daytime radiative coolers using deep neural networks
Harit Keawmuang*, Trevon Badloe*, Chihun Lee, Junkyeong Park, Junsuk Rho
Solar Energy Materials and Solar Cells  ·  01 Jul 2024  ·  doi:10.1016/j.solmat.2024.112848
[IF: 6.3]

2023

Multicolor and 3D Holography Generated by Inverse‐Designed Single‐Cell Metasurfaces
Multicolor and 3D Holography Generated by Inverse‐Designed Single‐Cell Metasurfaces
Sunae So*, Joohoon Kim*, Trevon Badloe*, Chihun Lee, Younghwan Yang, Hyunjung Kang, Junsuk Rho
Advanced Materials  ·  18 Mar 2023  ·  doi:10.1002/adma.202208520
[IF: 27.4]  ·  (JCR: Top 2% in Materials Science, Multidisciplinary)

Inverse design meets nanophotonics: From computational optimization to artificial neural network
Inverse design meets nanophotonics: From computational optimization to artificial neural network
Jaebum Noh, Trevon Badloe, Chihun Lee, Jooyeong Yun, Sunae So, Junsuk Rho
Intelligent Nanotechnology  ·  01 Jan 2023  ·  doi:10.1016/B978-0-323-85796-3.00001-9

2022

2021

Inverse design of ultra-narrowband selective thermal emitters designed by artificial neural networks
Inverse design of ultra-narrowband selective thermal emitters designed by artificial neural networks
Sunae So*, Dasol Lee*, Trevon Badloe*, Junsuk Rho
Optical Materials Express  ·  02 Jun 2021  ·  doi:10.1364/OME.430306
[IF: 2.8]

2020

Deep learning enabled inverse design in nanophotonics
Deep learning enabled inverse design in nanophotonics
Sunae So*, Trevon Badloe*, Jaebum Noh*, Jorge Bravo-Abad+, Junsuk Rho+
Nanophotonics  ·  17 Feb 2020  ·  doi:10.1515/nanoph-2019-0474
[IF: 6.5]

2019

2018

2017