Photonics for artificial intelligence and neuromorphic computing

Heuristic recurrent algorithms for photonic Ising machines

(2020) Charles Roques-Carmes et al.   Nature Communications

Lateral bipolar junction transistor on a silicon photonics platform

(2020) Aashu Jha et al.   OPTICS EXPRESS

Photonic Perceptron Based on a Kerr Microcomb for High‐Speed, Scalable, Optical Neural Networks

(2020) Xingyuan Xu et al.   Laser & Photonics Reviews

Roadmap on emerging hardware and technology for machine learning

(2020) Qiangfei Xia et al.   NANOTECHNOLOGY

Principles, Fundamentals and Applications of Programmable Integrated Photonics

(2020) Daniel Perez et al.   Advances in Optics and Photonics

In-memory computing on a photonic platform

(2019) Carlos Ríos et al.   Science Advances

An all-optical neuron with sigmoid activation function

(2019) G. Mourgias-Alexandris et al.   OPTICS EXPRESS

Neuromorphic photonics with electro-absorption modulators

(2019) Jonathan K. George et al.   OPTICS EXPRESS

High-performance hybrid silicon and lithium niobate Mach–Zehnder modulators for 100 Gbit s−1 and beyond

(2019) Mingbo He et al.   Nature Photonics

Photonic-chip-based frequency combs

(2019) Alexander L. Gaeta et al.   Nature Photonics

Machine Learning With Neuromorphic Photonics

(2019) Thomas Ferreira de Lima et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Predicting disruptive instabilities in controlled fusion plasmas through deep learning

(2019) Julian Kates-Harbeck et al.   NATURE

All-optical spiking neurosynaptic networks with self-learning capabilities

(2019) J. Feldmann et al.   NATURE

Femtofarad optoelectronic integration demonstrating energy-saving signal conversion and nonlinear functions

(2019) Kengo Nozaki et al.   Nature Photonics

Superconducting optoelectronic loop neurons

(2019) Jeffrey M. Shainline et al.   JOURNAL OF APPLIED PHYSICS

High-accuracy optical convolution unit architecture for convolutional neural networks by cascaded acousto-optical modulator arrays

(2019) Shaofu Xu et al.   OPTICS EXPRESS

Field and lab experimental demonstration of nonlinear impairment compensation using neural networks

(2019) Shaoliang Zhang et al.   Nature Communications

Silicon Photonic Modulator Neuron

(2019) Alexander N. Tait et al.   Physical Review Applied

300-mm Monolithic Silicon Photonics Foundry Technology

(2019) Ken Giewont et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

ITO-based electro-absorption modulator for photonic neural activation function

(2019) R. Amin et al.   APL Materials

All-optical neural network with nonlinear activation functions

(2019) Ying Zuo et al.   Optica

STDP-Based Unsupervised Spike Pattern Learning in a Photonic Spiking Neural Network With VCSELs and VCSOAs

(2019) Shuiying Xiang et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Digital Electronics and Analog Photonics for Convolutional Neural Networks (DEAP-CNNs)

(2019) Viraj Bangari et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

A Winograd-Based Integrated Photonics Accelerator for Convolutional Neural Networks

(2019) Armin Mehrabian et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Photonic Multiply-Accumulate Operations for Neural Networks

(2019) Mitchell A. Nahmias et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Temporal Information Processing With an Integrated Laser Neuron

(2019) Hsuan-Tung Peng et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Demonstration of Multivariate Photonics: Blind Dimensionality Reduction With Integrated Photonics

(2019) Alexander N. Tait et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Device-Level Photonic Memories and Logic Applications Using Phase-Change Materials

(2018) Zengguang Cheng et al.   ADVANCED MATERIALS

Ion Implantation in Silicon for Trimming the Operating Wavelength of Ring Resonators

(2018) Milan M. Milosevic et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Loihi: A Neuromorphic Manycore Processor with On-Chip Learning

(2018) Mike Davies et al.   IEEE MICRO

Silicon Photonics Circuit Design: Methods, Tools and Challenges

(2018) Wim Bogaerts et al.   Laser & Photonics Reviews

Equivalent-accuracy accelerated neural-network training using analogue memory

(2018) Stefano Ambrogio et al.   NATURE

DNA methylation-based classification of central nervous system tumours

(2018) David Capper et al.   NATURE

Monolithic silicon-photonic platforms in state-of-the-art CMOS SOI processes [Invited]

(2018) Vladimir Stojanović et al.   OPTICS EXPRESS

Nanophotonic lithium niobate electro-optic modulators

(2018) Cheng Wang et al.   OPTICS EXPRESS

Hybrid integration of silicon photonics circuits and InP lasers by photonic wire bonding

(2018) Muhammad Rodlin Billah et al.   Optica

Reinforcement learning in a large-scale photonic recurrent neural network

(2018) J. Bueno et al.   Optica

Tutorial: Brain-inspired computing using phase-change memory devices

(2018) Abu Sebastian et al.   JOURNAL OF APPLIED PHYSICS

Fast inference of deep neural networks in FPGAs for particle physics

(2018) J. Duarte et al.   Journal of Instrumentation

Machine learning at the energy and intensity frontiers of particle physics

(2018) Alexander Radovic et al.   NATURE

Integrated lithium niobate electro-optic modulators operating at CMOS-compatible voltages

(2018) Cheng Wang et al.   NATURE

Feedback control for microring weight banks

(2018) Alexander N. Tait et al.   OPTICS EXPRESS

Solving high-dimensional partial differential equations using deep learning

(2018) Jiequn Han et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

All-optical machine learning using diffractive deep neural networks

(2018) Xing Lin et al.   SCIENCE

Tutorial: Photonic neural networks in delay systems

(2018) D. Brunner et al.   JOURNAL OF APPLIED PHYSICS

Linear programmable nanophotonic processors

(2018) Nicholas C. Harris et al.   Optica

A 128 Gb/s PAM4 Silicon Microring Modulator With Integrated Thermo-Optic Resonance Tuning

(2018) Jie Sun et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Graphene–silicon phase modulators with gigahertz bandwidth

(2017) V. Sorianello et al.   Nature Photonics

Deep learning with coherent nanophotonic circuits

(2017) Yichen Shen et al.   Nature Photonics

Controlled inhibition of spiking dynamics in VCSELs for neuromorphic photonics: theory and experiments

(2017) Joshua Robertson et al.   OPTICS LETTERS

Efficient Processing of Deep Neural Networks: A Tutorial and Survey

(2017) Vivienne Sze et al.   PROCEEDINGS OF THE IEEE

Superconducting Optoelectronic Circuits for Neuromorphic Computing

(2017) Jeffrey M. Shainline et al.   Physical Review Applied

On-chip photonic synapse

(2017) Zengguang Cheng et al.   Science Advances

An integrated analog O/E/O link for multi-channel laser neurons

(2016) Mitchell A. Nahmias et al.   APPLIED PHYSICS LETTERS

Microring Weight Banks

(2016) Alexander N. Tait et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Continuous Calibration of Microring Weights for Analog Optical Networks

(2016) Alexander N. Tait et al.   IEEE PHOTONICS TECHNOLOGY LETTERS

Photonic Implementation of Spike-Timing-Dependent Plasticity and Learning Algorithms of Biological Neural Systems

(2016) Ryan Toole et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Heterogeneous Silicon Photonic Integrated Circuits

(2016) Tin Komljenovic et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Electrically pumped continuous-wave III–V quantum dot lasers on silicon

(2016) Siming Chen et al.   Nature Photonics

110 GHz CMOS compatible thin film LiNbO3 modulator on silicon

(2016) Andrew J. Mercante et al.   OPTICS EXPRESS

3D integrated hybrid silicon laser

(2016) Bowen Song et al.   OPTICS EXPRESS

A fully programmable 100-spin coherent Ising machine with all-to-all connections

(2016) Peter L. McMahon et al.   SCIENCE

Regenerative memory in time-delayed neuromorphic photonic resonators

(2016) B. Romeira et al.   Scientific Reports

Spike processing with a graphene excitable laser

(2016) Bhavin J. Shastri et al.   Scientific Reports

Silicon Photonic Segmented Modulator-Based Electro-Optic DAC for 100 Gb/s PAM-4 Generation

(2015) David Patel et al.   IEEE PHOTONICS TECHNOLOGY LETTERS

Deep learning

(2015) Yann LeCun et al.   NATURE

Single-chip microprocessor that communicates directly using light

(2015) Chen Sun et al.   NATURE

Integrated all-photonic non-volatile multi-level memory

(2015) Carlos Ríos et al.   Nature Photonics

Wavelength tuning and stabilization of microring-based filters using silicon in-resonator photoconductive heaters

(2015) Hasitha Jayatilleka et al.   OPTICS EXPRESS

Design, analysis, and transmission system performance of a 41 GHz silicon photonic modulator

(2015) David Patel et al.   OPTICS EXPRESS

Machine Learning for Discriminating Quantum Measurement Trajectories and Improving Readout

(2015) Easwar Magesan et al.   PHYSICAL REVIEW LETTERS

Universal linear optics

(2015) J. Carolan et al.   SCIENCE

Amorphous Metal-Sulphide Microfibers Enable Photonic Synapses for Brain-Like Computing

(2015) Behrad Gholipour et al.   Advanced Optical Materials

On-chip light sources for silicon photonics

(2015) Zhiping Zhou et al.   Light-Science & Applications

Broadcast and Weight: An Integrated Network For Scalable Photonic Spike Processing

(2014) Alexander N. Tait et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Efficient, compact and low loss thermo-optic phase shifter in silicon

(2014) Nicholas C. Harris et al.   OPTICS EXPRESS

Relative Refractory Period in an Excitable Semiconductor Laser

(2014) F. Selmi et al.   PHYSICAL REVIEW LETTERS

Large-Scale Synthesis of Functional Spiking Neural Circuits

(2014) Terrence C. Stewart et al.   PROCEEDINGS OF THE IEEE

A million spiking-neuron integrated circuit with a scalable communication network and interface

(2014) P. A. Merolla et al.   SCIENCE

Experimental demonstration of reservoir computing on a silicon photonics chip

(2014) Kristof Vandoorne et al.   Nature Communications

A Leaky Integrate-and-Fire Laser Neuron for Ultrafast Cognitive Computing

(2013) Mitchell A. Nahmias et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Pulse lead/lag timing detection for adaptive feedback and control based on optical spike-timing-dependent plasticity

(2013) Mable P. Fok et al.   OPTICS LETTERS

All-optical reservoir computing

(2012) François Duport et al.   OPTICS EXPRESS

Photonic information processing beyond Turing: an optoelectronic implementation of reservoir computing

(2012) L. Larger et al.   OPTICS EXPRESS

Trimming of high-Q-factor silicon ring resonators by electron beam bleaching

(2012) Stefan Prorok et al.   OPTICS LETTERS

Excitability and self-pulsing in a photonic crystal nanocavity

(2012) Maia Brunstein et al.   PHYSICAL REVIEW A

Optoelectronic Reservoir Computing

(2012) Y. Paquot et al.   Scientific Reports

Silicon microring resonators

(2011) W. Bogaerts et al.   Laser & Photonics Reviews

Ultrafast All-Optical Implementation of a Leaky Integrate-and-Fire Neuron

(2011) Konstantin S. Kravtsov et al.   OPTICS EXPRESS

Solitary and coupled semiconductor ring lasers as optical spiking neurons

(2011) W. Coomans et al.   PHYSICAL REVIEW E

Microresonator-Based Optical Frequency Combs

(2011) T. J. Kippenberg et al.   SCIENCE

Recent progress in lasers on silicon

(2010) Di Liang et al.   Nature Photonics

Excitability in semiconductor microring lasers: Experimental and theoretical pulse characterization

(2010) L. Gelens et al.   PHYSICAL REVIEW A

A high performance
photonic pulse processing device

(2009) David Rosenbluth et al.   OPTICS EXPRESS

Excitability in optical systems close to -symmetry

(2009) Stefano Beri et al.   PHYSICS LETTERS A

Trimming of silicon ring resonator by electron beam induced compaction and strain

(2008) J. Schrauwen et al.   OPTICS EXPRESS