Self-Calibrated Microring Weight Function for Neuromorphic Optical Computing

被引:0
作者
Echeverria, Jose Garcia [1 ]
Musat, Daniel [1 ]
Mahsafar, Ataollah [1 ]
Mojaver, Kaveh R. [1 ]
Rolston, David [2 ]
Cowan, Glenn [1 ]
Liboiron-Ladouceur, Odile [1 ]
机构
[1] McGill Univ, Dept Elect & Comp Engn, Montreal, PQ H3A0E9, Canada
[2] Axonal Networks, Montreal, PQ H9W 3R4, Canada
关键词
Optical waveguides; Circuits; Photonics; Optical feedback; Thermal stability; Monitoring; Integrated optics; Neural networks; optical computing; optical ring resonators; PID control; silicon photonics; RING MODULATOR; WAVELENGTH; RESONATORS; COMPACT; STABILIZATION; PHOTONICS; EFFICIENT;
D O I
10.1109/JLT.2024.3462534
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:602 / 610
页数:9
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