4.7 Article

Parity time symmetric optical neural networks

Related references

Note: Only part of the references are listed.
Article Multidisciplinary Sciences

11 TOPS photonic convolutional accelerator for optical neural networks

Xingyuan Xu et al.

Summary: Inspired by biological visual cortex systems, convolutional neural networks extract hierarchical features of raw data, reducing parameter complexity and improving prediction accuracy. Optical neural networks promise faster computing using broad optical bandwidths, with optical vector convolutional accelerators demonstrating efficient image processing capabilities.

NATURE (2021)

Article Optics

A complete, parallel and autonomous photonic neural network in a semiconductor multimode laser

Xavier Porte et al.

Summary: Neural networks differ fundamentally from classical algorithmic computing, posing significant challenges for current computing substrates. They require parallelism across the entire processor and a co-location of memory and arithmetic, beyond traditional architectures. By spatially multiplexing neurons across the optical near-field of a semiconductor multimode laser, we demonstrate the realization of a fully parallel and fully implemented photonic neural network for the first time.

JOURNAL OF PHYSICS-PHOTONICS (2021)

Article Nanoscience & Nanotechnology

Self-Configuring and Reconfigurable Silicon Photonic Signal Processor

Hailong Zhou et al.

ACS PHOTONICS (2020)

Article Optics

Experimental realization of arbitrary activation functions for optical neural networks

Monireh Moayedi Pour Frad et al.

OPTICS EXPRESS (2020)

Review Multidisciplinary Sciences

Programmable photonic circuits

Wim Bogaerts et al.

NATURE (2020)

Review Multidisciplinary Sciences

Inference in artificial intelligence with deep optics and photonics

Gordon Wetzstein et al.

Summary: Artificial intelligence tasks require accelerators for fast and low-power execution. While general-purpose optical computing systems have not matured into a practical technology, recent research shows promise for optical computing in artificial intelligence applications, particularly for visual computing. The potential and challenges of all-optical and hybrid optical networks are discussed in this Perspective.

NATURE (2020)

Article Optics

Massively parallel amplitude-only Fourier neural network

Mario Miscuglio et al.

OPTICA (2020)

Review Chemistry, Physical

Memristive crossbar arrays for brain-inspired computing

Qiangfei Xia et al.

NATURE MATERIALS (2019)

Article Optics

Design of optical neural networks with component imprecisions

Michael Y-S Fang et al.

OPTICS EXPRESS (2019)

Article Multidisciplinary Sciences

Observation of the exceptional-point-enhanced Sagnac effect

Yu-Hung Lai et al.

NATURE (2019)

Article Multidisciplinary Sciences

Non-Hermitian ring laser gyroscopes with enhanced Sagnac sensitivity

Mohammad P. Hokmabadi et al.

NATURE (2019)

Review Physics, Multidisciplinary

Non-Hermitian physics and PT symmetry

Ramy El-Ganainy et al.

NATURE PHYSICS (2018)

Article Multidisciplinary Sciences

All-optical machine learning using diffractive deep neural networks

Xing Lin et al.

SCIENCE (2018)

Article Multidisciplinary Sciences

Robust wireless power transfer using a nonlinear parity-time-symmetric circuit

Sid Assawaworrarit et al.

NATURE (2017)

Article Multidisciplinary Sciences

Enhanced sensitivity at higher-order exceptional points

Hossein Hodaei et al.

NATURE (2017)

Article Multidisciplinary Sciences

Exceptional points enhance sensing in an optical microcavity

Weijian Chen et al.

NATURE (2017)

Article Optics

Deep learning with coherent nanophotonic circuits

Yichen Shen et al.

NATURE PHOTONICS (2017)

Article Multidisciplinary Sciences

Integrated multi-port circulators for unidirectional optical information transport

Parinaz Aleahmad et al.

SCIENTIFIC REPORTS (2017)

Article Quantum Science & Technology

Quantum autoencoders for efficient compression of quantum data

Jonathan Romero et al.

QUANTUM SCIENCE AND TECHNOLOGY (2017)

Article Optics

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

Nicholas C. Harris et al.

OPTICS EXPRESS (2014)

Article Optics

All-optical reservoir computer based on saturation of absorption

Antoine Dejonckheere et al.

OPTICS EXPRESS (2014)

Article Multidisciplinary Sciences

Parity-time-symmetric microring lasers

Hossein Hodaei et al.

SCIENCE (2014)

Article Optics

All-optical reservoir computing

Francois Duport et al.

OPTICS EXPRESS (2012)

Article Optics

Theory of coupled optical PT-symmetric structures

R. El-Ganainy et al.

OPTICS LETTERS (2007)

Article Engineering, Electrical & Electronic

Monkoffithic ally integrated active components: A quantum-well intermixing approach

EJ Skogen et al.

IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS (2005)

Article Multidisciplinary Sciences

All-optical control of light on a silicon chip

VR Almeida et al.

NATURE (2004)