CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 11469 > Article
Presentation
20 August 2020 Intelligent inverse design for nanophotonic structures using deep learning
Sunae So, Junsuk Rho
Author Affiliations +
Proceedings Volume 11469, Emerging Topics in Artificial Intelligence 2020; 1146914 (2020) https://doi.org/10.1117/12.2568211
Event: SPIE Nanoscience + Engineering, 2020, Online Only
Abstract
In this study, we present an intelligent inverse design method of nanophotonic structures using a data-driven approach of deep learning [1-3]. We demonstrate attempts to increase the degree of freedom of design possibility, by designing arbitrary shapes of nanophotonic structures [2] and by designing types of materials and design parameters at the same time [3]. Recently, deep learning has shown its capability to provide appropriate nanophotonic designs for given desired optical functionalities. So far, however, these approaches have been applied to design only few structural parameters for the pre-defined nanophotonic systems. Here, we show two inverse design of nanophotonic structures using deep learning. Our methods increase the degree of freedom by designing nanophotonic structures in the form of binary images and designing types of materials and structural parameters simultaneously.
Conference Presentation
© (2020) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Sunae So and Junsuk Rho "Intelligent inverse design for nanophotonic structures using deep learning", Proc. SPIE 11469, Emerging Topics in Artificial Intelligence 2020, 1146914 (20 August 2020); https://doi.org/10.1117/12.2568211
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
INSTITUTIONAL
Select your institution to access the SPIE Digital Library.
SELECT YOUR INSTITUTION
PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.
PERSONAL SIGN IN
No SPIE Account? Create one
PURCHASE THIS CONTENT
SUBSCRIBE TO DIGITAL LIBRARY
50 downloads per 1-year subscription
Members: $195
Non-members: $335 ADD TO CART
25 downloads per 1 - year subscription
Members: $145
Non-members: $250 ADD TO CART
PURCHASE SINGLE ARTICLE
Includes PDF, HTML & Video, when available
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 PRESENTATION
WATCH
PRESENTATION SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
KEYWORDS
Nanophotonics
Structural design
Binary data
Interfaces
Nanoparticles
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top