Machine Learning-Assisted Multi-Wavelength Perception Enabled by Ultrathin, Large-Area Printed Indium Oxysulfide Phototransistors

We present a method of fabricating uniform, large area indium oxysulfide ($\mathrm{InO}_{\mathrm{x}} \mathrm{S}_{\mathrm{y}}$) films using a vacuum-free continuous liquid metal printing method (CLMP) and sulfurization process for high-performance multi-wavelength photodetection. CLMP enables rapid printing of wide area ($\gt10 \mathrm{~cm}^{2} / \mathrm{s}$) metal oxide films of single nmscale thickness at process temperatures just above $150^{\circ} \mathrm{C}$, which can be partially converted to metal oxy-chalcogenide thin films at back-end-of line (BEOL) process temperatures. Phototransistors fabricated from 16 nm-thick $\mathrm{InO}_{\mathrm{x}} \mathrm{S}_{\mathrm{y}}$ achieved responsivities as high as $280 \mathrm{~A} / \mathrm{W}$ and respond to wavelengths as long as 630 nm, enabling both classification of multiple wavelengths and readout of intensity assisted by machine learning models.

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Publication Details

Published
2025-06-22
DOI
https://doi.org/10.1109/drc66027.2025.11105739
Primary Topic
Gas Sensing Nanomaterials and Sensors
Type
article
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article

Machine Learning-Assisted Multi-Wavelength Perception Enabled by Ultrathin, Large-Area Printed Indium Oxysulfide Phototransistors

Simon A. Agnew, William J. Scheideler, Peter Chin, Xavier F. Cadet
Gas Sensing Nanomaterials and Sensors
article

Machine Learning-Assisted Multi-Wavelength Perception Enabled by Ultrathin, Large-Area Printed Indium Oxysulfide Phototransistors

Simon A. Agnew, William J. Scheideler, Peter Chin, Xavier F. Cadet
article en

Abstract

We present a method of fabricating uniform, large area indium oxysulfide ($\mathrm{InO}_{\mathrm{x}} \mathrm{S}_{\mathrm{y}}$) films using a vacuum-free continuous liquid metal printing method (CLMP) and sulfurization process for high-performance multi-wavelength photodetection. CLMP enables rapid printing of wide area ($\gt10 \mathrm{~cm}^{2} / \mathrm{s}$) metal oxide films of single nmscale thickness at process temperatures just above $150^{\circ} \mathrm{C}$, which can be partially converted to metal oxy-chalcogenide thin films at back-end-of line (BEOL) process temperatures. Phototransistors fabricated from 16 nm-thick $\mathrm{InO}_{\mathrm{x}} \mathrm{S}_{\mathrm{y}}$ achieved responsivities as high as $280 \mathrm{~A} / \mathrm{W}$ and respond to wavelengths as long as 630 nm, enabling both classification of multiple wavelengths and readout of intensity assisted by machine learning models.

Dartmouth College (US)
Affordable and clean energy
Openalex Percentile: Top 81%
Gas Sensing Nanomaterials and Sensors
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