Reservoir computing with optofluidic nonlinearity and short-term memory

Chengkuan Gao; Prabhav Gaur; Shimon Rubin; Yeshaiahu Fainman

doi:10.1117/12.2673205

Reservoir computing with optofluidic nonlinearity and short-term memory

Chengkuan Gao, Prabhav Gaur, Shimon Rubin, Yeshaiahu Fainman

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

We report a novel Reservoir Computing (RC) processor exploiting nonlinearity and memory effects in a thin liquid film cladding integrated with a Si-Photonic device. We report the multiphysics processes resulting in a Thermocapillary (TC) effect that serve as a source of nonlinear response and a short-term memory at the same time.

Original language	English
Title of host publication	Ultrafast Nonlinear Imaging and Spectroscopy XI
Editors	Zhiwen Liu, Demetri Psaltis, Kebin Shi
Publisher	SPIE
ISBN (Electronic)	9781510665767
DOIs	https://doi.org/10.1117/12.2673205
State	Published - 1 Jan 2023
Externally published	Yes
Event	Ultrafast Nonlinear Imaging and Spectroscopy XI 2023 - San Diego, United States Duration: 21 Aug 2023 → 22 Aug 2023

Publication series

Name	Proceedings of SPIE - The International Society for Optical Engineering
Volume	12681
ISSN (Print)	0277-786X
ISSN (Electronic)	1996-756X

Conference

Conference	Ultrafast Nonlinear Imaging and Spectroscopy XI 2023
Country/Territory	United States
City	San Diego
Period	21/08/23 → 22/08/23

Keywords

Light–liquid interaction
Nanophotonics
Optofluidics
Reservoir Computing
Thermocapillary effect

ASJC Scopus subject areas

Electronic, Optical and Magnetic Materials
Condensed Matter Physics
Computer Science Applications
Applied Mathematics
Electrical and Electronic Engineering

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

10.1117/12.2673205

Cite this

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title = "Reservoir computing with optofluidic nonlinearity and short-term memory",

abstract = "We report a novel Reservoir Computing (RC) processor exploiting nonlinearity and memory effects in a thin liquid film cladding integrated with a Si-Photonic device. We report the multiphysics processes resulting in a Thermocapillary (TC) effect that serve as a source of nonlinear response and a short-term memory at the same time.",

keywords = "Light–liquid interaction, Nanophotonics, Optofluidics, Reservoir Computing, Thermocapillary effect",

author = "Chengkuan Gao and Prabhav Gaur and Shimon Rubin and Yeshaiahu Fainman",

year = "2023",

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language = "English",

series = "Proceedings of SPIE - The International Society for Optical Engineering",

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Gao, C, Gaur, P, Rubin, S & Fainman, Y 2023, Reservoir computing with optofluidic nonlinearity and short-term memory. in Z Liu, D Psaltis & K Shi (eds), Ultrafast Nonlinear Imaging and Spectroscopy XI., 1268104, Proceedings of SPIE - The International Society for Optical Engineering, vol. 12681, SPIE, Ultrafast Nonlinear Imaging and Spectroscopy XI 2023, San Diego, United States, 21/08/23. https://doi.org/10.1117/12.2673205

Reservoir computing with optofluidic nonlinearity and short-term memory. / Gao, Chengkuan; Gaur, Prabhav; Rubin, Shimon et al.
Ultrafast Nonlinear Imaging and Spectroscopy XI. ed. / Zhiwen Liu; Demetri Psaltis; Kebin Shi. SPIE, 2023. 1268104 (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 12681).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Fainman, Yeshaiahu

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Y1 - 2023/1/1

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AB - We report a novel Reservoir Computing (RC) processor exploiting nonlinearity and memory effects in a thin liquid film cladding integrated with a Si-Photonic device. We report the multiphysics processes resulting in a Thermocapillary (TC) effect that serve as a source of nonlinear response and a short-term memory at the same time.

KW - Light–liquid interaction

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DO - 10.1117/12.2673205

M3 - Conference contribution

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BT - Ultrafast Nonlinear Imaging and Spectroscopy XI

A2 - Liu, Zhiwen

A2 - Psaltis, Demetri

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PB - SPIE

T2 - Ultrafast Nonlinear Imaging and Spectroscopy XI 2023

Y2 - 21 August 2023 through 22 August 2023

ER -

Reservoir computing with optofluidic nonlinearity and short-term memory

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

UN SDGs

Access to Document

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