CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 11695 > Article
Presentation
5 March 2021 AI-enabled intelligent architectures for designing versatile broadband metamaterial absorbers
Parama Pal, Prajith Pillai, Deepak Jain, Beena Rai
Author Affiliations +
Proceedings Volume 11695, High Contrast Metastructures X; 1169512 (2021) https://doi.org/10.1117/12.2578201
Event: SPIE OPTO, 2021, Online Only
Abstract
We report a framework comprising of a combination of sequence models (e.g. RNN, LSTM, Bi LSTM etc) and deep neural networks (DNNs) to tackle the forward problem of predicting the optical response for a given geometry of a broadband, terahertz metamaterial absorber based on Au split-ring resonators. We obtained a training and validation losses of 0.0062 and 0.0042 respectively. The test dataset for this model yielded a loss of 0.0026. Using our model, we were able to predict the spectral response of similar metamaterial absorber geometries in less than 0.5 seconds.
Conference Presentation
© (2021) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Parama Pal, Prajith Pillai, Deepak Jain, and Beena Rai "AI-enabled intelligent architectures for designing versatile broadband metamaterial absorbers", Proc. SPIE 11695, High Contrast Metastructures X, 1169512 (5 March 2021); https://doi.org/10.1117/12.2578201
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
Metamaterials
Inverse optics
Inverse problems
Nanophotonics
Neural networks
Optical design
Optical metamaterials
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top