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Machine Learning With Neuromorphic Photonics

Journal of lightwave technology, 2019-03, Vol.37 (5), p.1515-1534

2019

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Microring Weight Banks

IEEE journal of selected topics in quantum electronics, 2016-11, Vol.22 (6), p.312-325

2016

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Photonic-Electronic Integrated Circuits for High-Performance Computing and AI Accelerators

Journal of lightwave technology, 2024-07, p.1-26

2024

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A Silicon Photonic Neural Network for Chromatic Dispersion Compensation in 20 Gbps PAM4 Signal At 125 Km and Its Scalability up to 100 Gbps

Journal of lightwave technology, 2024-09, p.1-15

2024

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Prediction of 12 Photonic Crystal Fiber Optical Properties Using MLP in Deep Learning

IEEE photonics technology letters, 2022-04, Vol.34 (7), p.391-394

2022

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Predictive Modelling of Optical Beams From Grating Structure Using Deep Neural Network

Journal of lightwave technology, 2024-01, Vol.42 (2), p.696-703

2024

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A High-Performance and Energy-Efficient Photonic Architecture for Multi-DNN Acceleration

IEEE transactions on parallel and distributed systems, 2024-01, Vol.35 (1), p.46-58

2024

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Implementing Optical Analog Computing and Electrooptic Hopfield Network by Silicon Photonic Circuits

IEICE transactions on fundamentals of electronics, communications and computer sciences, 2024-05, Vol.E107.A (5), p.700-708, Article 2023GCI0001

2024

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Continuous Calibration of Microring Weights for Analog Optical Networks

IEEE photonics technology letters, 2016-04, Vol.28 (8), p.887-890

2016

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Si Microring Resonator Crossbar Array for On-Chip Inference and Training of the Optical Neural Network

ACS photonics, 2022-08, Vol.9 (8), p.2614-2622

2022

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Inverse design of an integrated-nanophotonics optical neural network

Science bulletin, 2020-07, Vol.65 (14), p.1177-1183

2020

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Few-Shot Bayesian Performance Modeling for Silicon Photonic Devices Under Process Variation

Journal of lightwave technology, 2023-09, Vol.41 (18), p.6007-6014

2023

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Photonic Reconfigurable Accelerators for Efficient Inference of CNNs with Mixed-Sized Tensors

IEEE transactions on computer-aided design of integrated circuits and systems, 2022-11, Vol.41 (11), p.1-1

2022

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Deep elastic strain engineering of bandgap through machine learning

Proceedings of the National Academy of Sciences - PNAS, 2019-03, Vol.116 (10), p.4117-4122

2019

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Silicon photonic secure communication using artificial neural network

Chaos, solitons and fractals, 2022-10, Vol.163, p.112524, Article 112524

2022

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MoS } -Based Optical Device as Artificial Synapse for Neuromorphic Computing

IEEE transactions on electron devices, 2023-03, p.1-7

2023

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Transparent conductive oxides and low-loss nitride-rich silicon waveguides as building blocks for neuromorphic photonics

Applied physics letters, 2023-11, Vol.123 (22)

2023

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Dynamics of a Photochromic-Actuated Slot Microring Photonic Memristor

IEEE journal of selected topics in quantum electronics, 2023-03, Vol.29 (2: Optical Computing), p.1-10

2023

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Photonic pattern reconstruction enabled by on-chip online learning and inference

JPhys photonics, 2021-04, Vol.3 (2), p.24006

2021

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High Baud Rate Transmission With Silicon Photonic Modulators

IEEE journal of selected topics in quantum electronics, 2021-05, Vol.27 (3), p.1-9

2021

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A review of emerging trends in photonic deep learning accelerators

Frontiers in physics, 2024-07, Vol.12

2024

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Analog Nanoscale Electro-Optical Synapses for Neuromorphic Computing Applications

ACS nano, 2021-09, Vol.15 (9), p.14776-14785

2021

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Mesh-Structure-Enabled Programmable Multitask Photonic Signal Processor on a Silicon Chip

ACS photonics, 2020-10, Vol.7 (10), p.2658-2675

2020

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On-chip Fourier-transform spectrometers and machine learning: a new route to smart photonic sensors

Optics letters, 2019-12, Vol.44 (23), p.5840

2019

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Reconfigurable plasma-dielectric hybrid photonic crystal as a platform for electromagnetic wave manipulation and computing

Physics of plasmas, 2021-04, Vol.28 (4)

2021

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Machine Learning With Neuromorphic Photonics

Microring Weight Banks

Photonic-Electronic Integrated Circuits for High-Performance Computing and AI Accelerators

A Silicon Photonic Neural Network for Chromatic Dispersion Compensation in 20 Gbps PAM4 Signal At 125 Km and Its Scalability up to 100 Gbps

Prediction of 12 Photonic Crystal Fiber Optical Properties Using MLP in Deep Learning

Predictive Modelling of Optical Beams From Grating Structure Using Deep Neural Network

A High-Performance and Energy-Efficient Photonic Architecture for Multi-DNN Acceleration

Implementing Optical Analog Computing and Electrooptic Hopfield Network by Silicon Photonic Circuits

Continuous Calibration of Microring Weights for Analog Optical Networks

Si Microring Resonator Crossbar Array for On-Chip Inference and Training of the Optical Neural Network

Inverse design of an integrated-nanophotonics optical neural network

Few-Shot Bayesian Performance Modeling for Silicon Photonic Devices Under Process Variation

Photonic Reconfigurable Accelerators for Efficient Inference of CNNs with Mixed-Sized Tensors

Deep elastic strain engineering of bandgap through machine learning

Silicon photonic secure communication using artificial neural network

MoS } -Based Optical Device as Artificial Synapse for Neuromorphic Computing

Transparent conductive oxides and low-loss nitride-rich silicon waveguides as building blocks for neuromorphic photonics

Dynamics of a Photochromic-Actuated Slot Microring Photonic Memristor

Photonic pattern reconstruction enabled by on-chip online learning and inference

High Baud Rate Transmission With Silicon Photonic Modulators

A review of emerging trends in photonic deep learning accelerators

Analog Nanoscale Electro-Optical Synapses for Neuromorphic Computing Applications

Mesh-Structure-Enabled Programmable Multitask Photonic Signal Processor on a Silicon Chip

On-chip Fourier-transform spectrometers and machine learning: a new route to smart photonic sensors

Reconfigurable plasma-dielectric hybrid photonic crystal as a platform for electromagnetic wave manipulation and computing

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