Silicon Photonic Modulator Neuron

被引:258
作者
Tait, Alexander N. [1 ,2 ]
de Lima, Thomas Ferreira [1 ]
Nahmias, Mitchell A. [1 ]
Miller, Heidi B. [1 ,3 ]
Peng, Hsuan-Tung [1 ]
Shastri, Bhavin J. [1 ,3 ]
Prucnal, Paul R. [1 ]
机构
[1] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
[2] NIST, Boulder, CO 80305 USA
[3] Queens Univ, Dept Phys Engn Phys & Astron, Kingston, ON K7L 3N6, Canada
基金
美国国家科学基金会;
关键词
OPTICAL LOGIC; FAN-OUT; NETWORK; OPTIMIZATION; COMPUTATION; ANALOG;
D O I
10.1103/PhysRevApplied.11.064043
中图分类号
O59 [应用物理学];
学科分类号
摘要
There has been recent interest in neuromorphic photonics, a field with the promise to access pivotal and unexplored regimes of machine intelligence. Progress has been made on isolated neurons and analog interconnects; nevertheless, this renewal of interest has yet to produce a demonstration of a silicon photonic neuron capable of interacting with other like neurons. We report a modulator-class photonic neuron fabricated in a conventional silicon photonic process line. We demonstrate the behaviors of transfer-function configurability, fan-in, inhibition, time-resolved pulse processing, and, crucially, autaptic cascadability-a sufficient set of behaviors for a device to act as a neuron participating in a network of like neurons. The silicon photonic modulator neuron constitutes the final piece needed to make photonic neural networks fully integrated on currently available silicon photonic platforms.
引用
收藏
页数:18
相关论文
共 111 条
[91]  
Tait Alex, 2018, LIGHTWAVE LAB LIGHTL
[92]   Feedback control for microring weight banks [J].
Tait, Alexander N. ;
Jayatilleka, Hasitha ;
de Lima, Thomas Ferreira ;
Ma, Philip Y. ;
Nahmias, Mitchell A. ;
Shastri, Bhavin J. ;
Shekhar, Sudip ;
Chrostowski, Lukas ;
Prucnal, Paul R. .
OPTICS EXPRESS, 2018, 26 (20) :26422-26443
[93]   Two-pole microring weight banks [J].
Tait, Alexander N. ;
Wu, Allie X. ;
de Lima, Thomas Ferreira ;
Nahmias, Mitchell A. ;
Shastri, Bhavin J. ;
Prucnal, Paul R. .
OPTICS LETTERS, 2018, 43 (10) :2276-2279
[94]   Neuromorphic photonic networks using silicon photonic weight banks [J].
Tait, Alexander N. ;
de Lima, Thomas Ferreira ;
Zhou, Ellen ;
Wu, Allie X. ;
Nahmias, Mitchell A. ;
Shastri, Bhavin J. ;
Prucnal, Paul R. .
SCIENTIFIC REPORTS, 2017, 7
[95]   Microring Weight Banks [J].
Tait, Alexander N. ;
Wu, Allie X. ;
de Lima, Thomas Ferreira ;
Zhou, Ellen ;
Shastri, Bhavin J. ;
Nahmias, Mitchell A. ;
Prucnal, Paul R. .
IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 2016, 22 (06) :312-325
[96]   Multi-channel control for microring weight banks [J].
Tait, Alexander N. ;
de Lima, Thomas Ferreira ;
Nahmias, Mitchell A. ;
Shastri, Bhavin J. ;
Prucnal, Paul R. .
OPTICS EXPRESS, 2016, 24 (08) :8895-8906
[97]   Demonstration of WDM weighted addition for principal component analysis [J].
Tait, Alexander N. ;
Chang, John ;
Shastri, Bhavin J. ;
Nahmias, Mitchell A. ;
Prucnal, Paul R. .
OPTICS EXPRESS, 2015, 23 (10) :12758-12765
[98]   Broadcast and Weight: An Integrated Network For Scalable Photonic Spike Processing [J].
Tait, Alexander N. ;
Nahmias, Mitchell A. ;
Shastri, Bhavin J. ;
Prucnal, Paul R. .
JOURNAL OF LIGHTWAVE TECHNOLOGY, 2014, 32 (21) :4029-4041
[99]  
Tait Alexander N., 2005, THESIS
[100]  
Tang Ping Tak Peter, 2017, ARXIV170505475