Neuromorphic photonic integrated circuits

HT Peng, MA Nahmias, TF De Lima… - IEEE Journal of …, 2018 - ieeexplore.ieee.org
This paper reviews some recent progress in the field of neuromorphic photonics, with a
particular focus on scalability. We provide a framework for understanding the underlying …

Recent progress in semiconductor excitable lasers for photonic spike processing

PR Prucnal, BJ Shastri, T Ferreira de Lima… - Advances in Optics …, 2016 - opg.optica.org
Recently, there has been tremendous interest in excitable optoelectronic devices and in
particular excitable semiconductor lasers that could potentially enable unconventional …

A silicon photonic–electronic neural network for fibre nonlinearity compensation

C Huang, S Fujisawa, TF de Lima, AN Tait, EC Blow… - Nature …, 2021 - nature.com
In optical communication systems, fibre nonlinearity is the major obstacle in increasing the
transmission capacity. Typically, digital signal processing techniques and hardware are …

Broadcast and weight: an integrated network for scalable photonic spike processing

AN Tait, MA Nahmias, BJ Shastri… - Journal of Lightwave …, 2014 - opg.optica.org
We propose an on-chip optical architecture to support massive parallel communication
among high-performance spiking laser neurons. Designs for a network protocol …

[LIBRO][B] Neuromorphic photonics

PR Prucnal, BJ Shastri - 2017 - taylorfrancis.com
This book sets out to build bridges between the domains of photonic device physics and
neural networks, providing a comprehensive overview of the emerging field of" …

Recent progress in analog memory-based accelerators for deep learning

H Tsai, S Ambrogio, P Narayanan… - Journal of Physics D …, 2018 - iopscience.iop.org
We survey recent progress in the use of analog memory devices to build neuromorphic
hardware accelerators for deep learning applications. After an overview of deep learning …

A leaky integrate-and-fire laser neuron for ultrafast cognitive computing

MA Nahmias, BJ Shastri, AN Tait… - IEEE journal of selected …, 2013 - ieeexplore.ieee.org
We propose an original design for a neuron-inspired photonic computational primitive for a
large-scale, ultrafast cognitive computing platform. The laser exhibits excitability and …

Progress in neuromorphic photonics

T Ferreira De Lima, BJ Shastri, AN Tait… - …, 2017 - degruyter.com
As society's appetite for information continues to grow, so does our need to process this
information with increasing speed and versatility. Many believe that the one-size-fits-all …

Perspective on photonic memristive neuromorphic computing

E Goi, Q Zhang, X Chen, H Luan, M Gu - PhotoniX, 2020 - Springer
Neuromorphic computing applies concepts extracted from neuroscience to develop devices
shaped like neural systems and achieve brain-like capacity and efficiency. In this way …

Principles of neuromorphic photonics

BJ Shastri, AN Tait, TF de Lima, MA Nahmias… - arxiv preprint arxiv …, 2017 - arxiv.org
In an age overrun with information, the ability to process reams of data has become crucial.
The demand for data will continue to grow as smart gadgets multiply and become …