CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume PC13113 > Article
Presentation
3 October 2024 Modeling the RSA-based all-optical perceptrons for photonic neural networks
Alexander V. Kildishev, Omer Yesilurt, Ludmila J. Prokopeva
Author Affiliations +
Proceedings Volume PC13113, Photonic Computing: From Materials and Devices to Systems and Applications; PC131130P (2024) https://doi.org/10.1117/12.3028581
Event: Nanoscience + Engineering, 2024, San Diego, California, United States
Abstract
The recent advancement of photonic neural networks (PNNs) enables high-throughput, low-power neuromorphic computing, bypassing capacitive wire limitations. Here, we discuss advanced approaches to modeling an optical perceptron based on reverse saturated absorption (RSA). To enable real-life models beyond classical Lorentz and Debye media, we derive the novel frequency dispersion equations of RSA materials with disorder and couple them with the master equations for singlet and triplet state carrier kinetics in a joint finite difference time domain framework. Our numerical results match the experimental measurements; the proposed framework can enable efficient optimization of all-optical RSA perceptrons for next-generation photonic hardware.
Conference Presentation
© (2024) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Alexander V. Kildishev, Omer Yesilurt, and Ludmila J. Prokopeva "Modeling the RSA-based all-optical perceptrons for photonic neural networks", Proc. SPIE PC13113, Photonic Computing: From Materials and Devices to Systems and Applications, PC131130P (3 October 2024); https://doi.org/10.1117/12.3028581
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
Modeling
Neural networks
Dispersion
Electrooptical modeling
Electrooptics
Finite-difference time-domain method
Integrated photonics
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top