Self-calibrated Microring Weight Function for Neuromorphic Optical Computing
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arXiv
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| Format: | Preprint |
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2024
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| author | Garcia-Echeverria, J. Musat, D. Mahsafar, A. Mojaver, K. R. Rolston, D. Cowan, G. Liboiron-Ladouceur, O. |
| author_facet | Garcia-Echeverria, J. Musat, D. Mahsafar, A. Mojaver, K. R. Rolston, D. Cowan, G. Liboiron-Ladouceur, O. |
| contents | 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 degree Celsius. A self-calibrated weight function is demonstrated for a range of 6 degree Celsius 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2409_06604 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Self-calibrated Microring Weight Function for Neuromorphic Optical Computing Garcia-Echeverria, J. Musat, D. Mahsafar, A. Mojaver, K. R. Rolston, D. Cowan, G. Liboiron-Ladouceur, O. Signal Processing Systems and Control 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 degree Celsius. A self-calibrated weight function is demonstrated for a range of 6 degree Celsius 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. |
| title | Self-calibrated Microring Weight Function for Neuromorphic Optical Computing |
| topic | Signal Processing Systems and Control |
| url | https://arxiv.org/abs/2409.06604 |