arrow
返回

Self-Calibrated Microring Weight Function for Neuromorphic Optical Computing

delete2025-01-15
delete0
delete
OA
AI
J
José García Echeverría
D
Daniel Musat *
A
Ataollah Mahsafar
H
Hassan Rahbardar Mojaver
D
D.R. Rolston
G
Glenn Cowan
O
Odile Liboiron-Ladouceur
DOI:10.1109/JLT.2024.3462534delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
This paper presents a microring resonator-based weight function for neuromorphic photonic applications achieving a record-high precision of 11.3 bits and accuracy of 9.3 bits for 2 Gbps input optical signals. The system employs an all-analog self-referenced proportional-integral-derivative (PID) controller to perform real-time temperature stabilization within a range of up to 60 degrees C. A self-calibrated weight function is demonstrated for a range of 6 degrees C with a single initial calibration and minimal accuracy and precision degradation. By monitoring the through and drop ports of the microring with variable gain transimpedance amplifiers, accurate and precise weight adjustment is achieved, ensuring optimal performance and reliability. These findings underscore the system's robustness to dynamic thermal environments, highlighting the potential for high-speed reconfigurable analog photonic networks.
Keyword:
Optical waveguides
Circuits
Photonics
Optical feedback
Thermal stability
Monitoring
Integrated optics
Neural networks
optical computing
optical ring resonators
PID control
silicon photonics

期刊

Journal of Lightwave Technology 封面图
Journal of Lightwave Technology
IF:
4.8
论文数:
1.7W
被引数:
3.8W

机构

M
McGill University
学者数:
5.5W
论文数: 4.9W
被引数: 7.0W
引用论文

引用论文

Compact silicon microring resonators with ultra-low propagation loss in the C band
err2007-01-01
err135
errOAAI
errXiao, Shijun; Khan, Maroof H.; Shen, Hao; Qi, Minghao
err分享
err收藏
err分享
err收藏
Efficient, compact and low loss thermo-optic phase shifter in silicon
err2014-04-23
err375
errOAAI
errHarris, Nicholas C.; Ma, Yangjin; Mower, Jacob; Baehr-Jones, Tom; Englund, Dirk; Hochberg, Michael; Galland, Christophe
err分享
err收藏
Chip-Scale Optical Matrix Computation for PageRank Algorithm
err2020-03-01
err46
PREAI
errZhou, Hailong; Zhao, Yuhe; Xu, Gaoxiang; Wang, Xu; Tan, Zhipeng; Dong, Jianji; Zhang, Xinliang
err分享
err收藏
Self-calibrating microring synapse with dual-wavelength synchronization具有双波长同步的自校准微环突触
err2023-02-01
err15
PREAI
errCheng, Junwei; He, Zhenming; Guo, Yuhao; Wu, Bo; Zhou, Hailong; Chen, Teyan; Wu, Yixin; Xu, Wenwei; Dong, Jianji; Zhang, Xinliang
err分享
err收藏
Wavelength tuning and stabilization of microring-based filters using silicon in-resonator photoconductive heaters
err2015-09-17
err138
errOAAI
errJayatilleka, Hasitha; Murray, Kyle; Angel Guillen-Torres, Miguel; Caverley, Michael; Hu, Ricky; Jaeger, Nicolas A. F.; Chrostowski, Lukas; Shekhar, Sudip
err分享
err收藏
A Patient-Specific Methodology for Prediction of Paroxysmal Atrial Fibrillation Onset
err2017-09-14
err0
errOAAI
errElisabetta De Giovanni; Amir Aminifar; Adrian Luca; Sasan Yazdani; Jean-Marc Vesin; David Atienza
err分享
err收藏
学者 查看更多内容