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Sparse autoencoder–based feature extraction from TOF–SIMS image data of human skin structures

Analytical and bioanalytical chemistry, 2022, Vol.414 (2), p.1177-1186

2022

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Model of local hydrogen permeability in stainless steel with two coexisting structures

Scientific reports, 2021-04, Vol.11 (1), p.8553-8553, Article 8553

2021

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Interpretation of TOF‐SIMS data based on information entropy of spectra

Surface and interface analysis, 2022-04, Vol.54 (4), p.356-362

2022

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Time-of-flight secondary ion mass spectrometry analysis of hair samples using unsupervised artificial neural network

Biointerphases, 2020-03, Vol.15 (2), p.021013-021013

2020

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Review of TOF-SIMS bioanalysis using mutual information

Surface and interface analysis, 2009-02, Vol.41 (2), p.136-142

Aoyagi, Satoka

2009

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Application of machine learning to spectrum and image data

Journal of vacuum science & technology. A, Vacuum, surfaces, and films, 2023-12, Vol.41 (6)

Aoyagi, Satoka

2023

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Factors determining the reaction temperature of the solvent-free enzymatic synthesis of trehalose esters

Carbohydrate research, 2019-08, Vol.482, p.107739-107739, Article 107739

2019

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Examination of beauty ingredient distribution in the human skin by time-of-flight secondary ion mass spectrometry

Biointerphases, 2020-05, Vol.15 (3), p.031013-031013

2020

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Classification of EBSD Kikuchi Patterns for Stainless Steel by Unsupervised Learning Methods to Investigate Grain Boundaries

e-Journal of Surface Science and Nanotechnology, 2023/02/25, Vol.21(3), pp.128-131

2023

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TOF‐SIMS matrix effects in mixed organic layers in Ar cluster ion depth profiles

Surface and interface analysis, 2017-08, Vol.49 (8), p.721-727

2017

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Visualization of local hydrogen diffusion in stainless steel using time resolved electron stimulated desorption

Applied surface science, 2020-10, Vol.527, p.146710, Article 146710

2020

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Mass Spectrometry Imaging Combined with Sparse Autoencoder Method Reveals Altered Phosphorylcholine Distribution in Imipramine Treated Wild-Type Mice Brains

International journal of molecular sciences, 2024-07, Vol.25 (14), p.7969

2024

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Peptide Fragmentation and Surface Structural Analysis by Means of ToF-SIMS Using Large Cluster Ion Sources

Analytical chemistry (Washington), 2016-04, Vol.88 (7), p.3592-3597

2016

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Evaluation of Aging Suppression of LiBr-coated Lithium-Air Batteries Using Time-of-Flight Secondary Ion Mass Spectrometry and Sparse Autoencoder

e-Journal of Surface Science and Nanotechnology, 2022/10/27, Vol.21(1), pp.9-16

2022

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Principal component analysis image fusion of TOF-SIMS and microscopic images and low intensity secondary ion enhancement by pixel reduction

Journal of vacuum science and technology. B, Nanotechnology & microelectronics, 2018-05, Vol.36 (3)

2018

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Soft depth-profiling of mixed peptide/lipid samples by means of cluster induced desorption/ionization mass spectrometry-High depth resolution and low matrix effect

Biointerphases, 2018-02, Vol.13 (3), p.03B405-03B405

2018

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Quantitative analysis of ToF‐SIMS data of a two organic compound mixture using an autoencoder and simple artificial neural networks

Rapid communications in mass spectrometry, 2023-02, Vol.37 (4), p.e9445-n/a

2023

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Advanced Measurement and Analysis Systems Using AI/ML for Next Generation Materials Development―Multifaceted View 2

Materia Japan, 2022/09/01, Vol.61(9), pp.579-587

2022

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Peptide fragmentation caused by Ar cluster ions depending on primary ion energy

Rapid communications in mass spectrometry, 2015-09, Vol.29 (18), p.1687-1695

2015

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Advanced Measurement and Analysis Systems Using AI/ML for Next Generation Materials Development ―Multifaceted View 1

Materia Japan, 2022/08/01, Vol.61(8), pp.470-478

2022

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Evaluation of secondary ions related to plant tissue using least absolute shrinkage and selection operator

Biointerphases, 2020-03, Vol.15 (2), p.021010-021010

2020

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Examination of ion beam induced damage on polymer surface using Ar clusters

Surface and interface analysis, 2016-11, Vol.48 (11), p.1175-1180

2016

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Surface properties of woody thin boards composed of commercially available lignin and cellulose: Relationship between the orientation of lignin and water repellency

Applied surface science, 2015-08, Vol.347, p.406-413

2015

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The structural evaluation of amyloid beta on lipid membranes

Surface and interface analysis, 2016-11, Vol.48 (11), p.1096-1099

2016

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Investigating matrix effects of different combinations of lipids and peptides on TOF-SIMS data

Biointerphases, 2020-03, Vol.15 (2), p.021008-021008

2020

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Sparse autoencoder–based feature extraction from TOF–SIMS image data of human skin structures

Model of local hydrogen permeability in stainless steel with two coexisting structures

Interpretation of TOF‐SIMS data based on information entropy of spectra

Time-of-flight secondary ion mass spectrometry analysis of hair samples using unsupervised artificial neural network

Review of TOF-SIMS bioanalysis using mutual information

Application of machine learning to spectrum and image data

Factors determining the reaction temperature of the solvent-free enzymatic synthesis of trehalose esters

Examination of beauty ingredient distribution in the human skin by time-of-flight secondary ion mass spectrometry

Classification of EBSD Kikuchi Patterns for Stainless Steel by Unsupervised Learning Methods to Investigate Grain Boundaries

TOF‐SIMS matrix effects in mixed organic layers in Ar cluster ion depth profiles

Visualization of local hydrogen diffusion in stainless steel using time resolved electron stimulated desorption

Mass Spectrometry Imaging Combined with Sparse Autoencoder Method Reveals Altered Phosphorylcholine Distribution in Imipramine Treated Wild-Type Mice Brains

Peptide Fragmentation and Surface Structural Analysis by Means of ToF-SIMS Using Large Cluster Ion Sources

Evaluation of Aging Suppression of LiBr-coated Lithium-Air Batteries Using Time-of-Flight Secondary Ion Mass Spectrometry and Sparse Autoencoder

Principal component analysis image fusion of TOF-SIMS and microscopic images and low intensity secondary ion enhancement by pixel reduction

Soft depth-profiling of mixed peptide/lipid samples by means of cluster induced desorption/ionization mass spectrometry-High depth resolution and low matrix effect

Quantitative analysis of ToF‐SIMS data of a two organic compound mixture using an autoencoder and simple artificial neural networks

Advanced Measurement and Analysis Systems Using AI/ML for Next Generation Materials Development―Multifaceted View 2

Peptide fragmentation caused by Ar cluster ions depending on primary ion energy

Advanced Measurement and Analysis Systems Using AI/ML for Next Generation Materials Development ―Multifaceted View 1

Evaluation of secondary ions related to plant tissue using least absolute shrinkage and selection operator

Examination of ion beam induced damage on polymer surface using Ar clusters

Surface properties of woody thin boards composed of commercially available lignin and cellulose: Relationship between the orientation of lignin and water repellency

The structural evaluation of amyloid beta on lipid membranes

Investigating matrix effects of different combinations of lipids and peptides on TOF-SIMS data

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