Suzuki Photonic Neural Networks with Spatiotemporal Dynamics

Photonic Neural Networks with Spatiotemporal Dynamics

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Paradigms of Computing and Implementation

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Beschreibung

This open access book presents an overview of recent advances in photonic neural networks with spatiotemporal dynamics. The computing and implementation paradigms presented in this book are outcomes of interdisciplinary studies by collaborative researchers from the three fields of nonlinear mathematical science, information photonics, and integrated systems engineering. This book offers novel multidisciplinary viewpoints on photonic neural networks, illustrating recent advances in three types of computing methodologies: fluorescence energy transfer computing, spatial-photonic spin system, and photonic reservoir computing.

The book consists of four parts: Part I introduces the backgrounds of optical computing and neural network dynamics; Part II presents fluorescence energy transfer computing, a novel computing technology based on nanoscale networks of fluorescent particles; Parts III and IV review the models and implementation of spatial-photonic spin systems andphotonic reservoir computing, respectively. 

These contents are beneficial to researchers in a broad range of fields, including information science, mathematical science, applied physics, and engineering, to better understand the novel computing concepts of photonic neural networks with spatiotemporal dynamics.


This open access book presents an overview of recent advances in photonic neural networks with spatiotemporal dynamics. The computing and implementation paradigms presented in this book are outcomes of interdisciplinary studies by collaborative researchers from the three fields of nonlinear mathematical science, information photonics, and integrated systems engineering. This book offers novel multidisciplinary viewpoints on photonic neural networks, illustrating recent advances in three types of computing methodologies: fluorescence energy transfer computing, spatial-photonic spin system, and photonic reservoir computing.

The book consists of four parts: Part I introduces the backgrounds of optical computing and neural network dynamics; Part II presents fluorescence energy transfer computing, a novel computing technology based on nanoscale networks of fluorescent particles; Parts III and IV review the models and implementation of spatial-photonic spin systems and photonic reservoir computing, respectively. 

These contents are beneficial to researchers in a broad range of fields, including information science, mathematical science, applied physics, and engineering, to better understand the novel computing concepts of photonic neural networks with spatiotemporal dynamics.



Offers novel multidisciplinary viewpoints on photonic neural networks Covers both mathematical models and physical implementation of photonic neural networks This book is open access, which means that you have free and unlimited access Written by experts in nonlinear mathematical science, information photonics & integrated systems engineering

Autor*in

Hideyuki Suzuki

Themen in »Photonic Neural Networks with Spatiotemporal Dynamics«

photonic neural network spatiotemporal dynamics optical computing nonlinear dynamics fluorescence energy transfer Ising machine reservoir computing Open Access

Stimmen zu »Photonic Neural Networks with Spatiotemporal Dynamics«

Details

ISBN: 9789819950720
Verlag: Springer Singapore
Erscheinung: 16.10.2023

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