CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume PC13017 > Article
Presentation
18 June 2024 A high speed fully trainable laser-based neural network
Anas Skalli, Mirko Goldmann, Nasibeh Haghighi, Marcin Gebski, Stephan Reitzenstein, Tomasz Czyszanowski, James Lott, Daniel Brunner
Author Affiliations +
Proceedings Volume PC13017, Machine Learning in Photonics; PC130170R (2024) https://doi.org/10.1117/12.3022442
Event: SPIE Photonics Europe, 2024, Strasbourg, France
Abstract
We experimentally demonstrate an autonomous, fully tunable and scalable optical neural network of 400+ parallel nodes based on a large area, multimode semiconductor laser. We implement hardware compatible, online learning strategies based on reinforcement learning and evolutionary strategies and evaluate them in terms of performance and energy cost. Our system achieves high performance and a high classification bandwidth of 15KHz for the MNIST dataset. Our approach is highly scalable both in terms of classification bandwidth and neural network size due to our device's short response time (nanosecond).
Conference Presentation
© (2024) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Anas Skalli, Mirko Goldmann, Nasibeh Haghighi, Marcin Gebski, Stephan Reitzenstein, Tomasz Czyszanowski, James Lott, and Daniel Brunner "A high speed fully trainable laser-based neural network", Proc. SPIE PC13017, Machine Learning in Photonics, PC130170R (18 June 2024); https://doi.org/10.1117/12.3022442
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
Artificial neural networks
Education and training
Vertical cavity surface emitting lasers
Data processing
Online learning
Photonics
Excel
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top