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Self-Calibrated Microring Weight Function for Neuromorphic Optical Computing
DOI:10.1109/JLT.2024.3462534.png)
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
IF:
4.8
论文数:
1.7W
被引数:
3.8W
机构
引用论文
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