Design automation of photonic resonator weights

被引:12
|
作者
Ferreira de Lima, Thomas [1 ]
Doris, Eli A. [1 ]
Bilodeau, Simon [1 ]
Zhang, Weipeng [1 ]
Jha, Aashu [1 ]
Peng, Hsuan-Tung [1 ]
Blow, Eric C.
Huang, Chaoran [2 ]
Tait, Alexander N. [3 ]
Shastri, Bhavin J. [4 ,5 ]
Prucnal, Paul R. [1 ]
机构
[1] Princeton Univ, Dept Elect & Comp Engn, Princeton, NJ 08544 USA
[2] Chinese Univ Hong Kong, Dept Elect Engn, Hong Kong, Peoples R China
[3] Queens Univ, Dept Elect & Comp Engn, Kingston, ON K7L 3N6, Canada
[4] Queens Univ, Dept Phys Engn Phys & Astron, Kingston, ON K7L 3N6, Canada
[5] Vector Inst Artificial Intelligence, Toronto, ON MS1 5G1, Canada
关键词
programmable photonics; RF photonics; silicon photonics; SILICON; PERFORMANCE; MODULATORS; PROCESSOR; NETWORK; COMPACT;
D O I
10.1515/nanoph-2022-0049
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Neuromorphic photonic processors based on resonator weight banks are an emerging candidate technology for enabling modern artificial intelligence (AI) in high speed analog systems. These purpose-built analog devices implement vector multiplications with the physics of resonator devices, offering efficiency, latency, and throughput advantages over equivalent electronic circuits. Along with these advantages, however, often come the difficult challenges of compensation for fabrication variations and environmental disturbances. In this paper, we review sources of variation and disturbances from our experiments, as well as mathematically define quantities that model them. Then, we introduce how the physics of resonators can be exploited to weight and sum multiwavelength signals. Finally, we outline automated design and control methodologies necessary to create practical, manufacturable, and high accuracy/precision resonator weight banks that can withstand operating conditions in the field. This represents a road map for unlocking the potential of resonator weight banks in practical deployment scenarios.
引用
收藏
页码:3805 / 3822
页数:18
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