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Application of deep learning to inverse design of phase separation structure in polymer alloy

Computational materials science, 2021-04, Vol.190, p.110278, Article 110278

2021

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A phase-field model by an Ising machine and its application to the phase-separation structure of a diblock polymer

Scientific reports, 2022-06, Vol.12 (1), p.10794-10794, Article 10794

2022

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Development of optimization method for truss structure by quantum annealing

Scientific reports, 2024-06, Vol.14 (1), p.13872-13, Article 13872

2024

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Development of phase-field model based on balance laws and thermodynamic discussion

AIP advances, 2020-09, Vol.10 (9), p.095325-095325-13

2020

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Discrete conservation laws based on micropolar theory considering lattice-scale-director during phase transformation

AIP advances, 2019-08, Vol.9 (8), p.085211-085211-15

2019

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Influence of strength and notch shape on crack initiation and propagation behavior of advanced high strength steel sheets

Engineering fracture mechanics, 2022-08, Vol.271, p.108573, Article 108573

2022

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Discussion on infrared stress measurements based on finite element analysis of transient heat conduction

Mechanical Engineering Journal, 2024, pp.23-00571

2024

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Gradient damage model for ductile fracture introducing degradation of damage hardening modulus: implementation and experimental investigations

International journal of fracture, 2023-04, Vol.240 (2), p.183-208

2023

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Shape deformation analysis of anode-supported solid oxide fuel cell by electro-chemo-mechanical simulation

Solid state ionics, 2018-06, Vol.319, p.194-202

2018

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Numerical simulations of non-stationary distributions of electrochemical potentials in SOFC

Engineering computations, 2017-08, Vol.34 (6), p.1956-1988

2017

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Characterization of defects in carbon fiber-reinforced plastics by inverse heat conduction analysis using transfer matrix between layers

Advanced composite materials, 2016-11, Vol.25 (6), p.541-555

2016

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Effects of microstructure on material properties of modified 9Cr-1Mo steel subject to creep-fatigue

Journal of Mechanical Science and Technology, 2015, 29(1), , pp.121-129

2015

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Novel real number representations in Ising machines and performance evaluation: Combinatorial random number sum and constant division

PloS one, 2024-06, Vol.19 (6), p.e0304594

2024

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Cohesive Crack Model to Reflect Local Chemical Action at Grain and Its Boundaries in Polycrystalline Metals

QUARTERLY JOURNAL OF THE JAPAN WELDING SOCIETY, 2015, Vol.33(2), pp.152s-155s

2015

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Tensile Testing with Cyclic Strain Holding to Analyze Dynamic Recrystallization of Pure Lead

Advances in materials science and engineering, 2014-01, Vol.2014, p.1-8

2014

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A multiscale FEM-MD coupling method for investigation into atomistic-scale deformation mechanisms of nanocrystalline metals under continuum-scale deformation

Physica scripta, 2024-02, Vol.99 (2), p.25408

2024

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Surrogate modeling for transient electrochemical potential analysis for SOFC using proper orthogonal decomposition

Solid state ionics, 2024-10, Vol.414, p.116642, Article 116642

2024

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Substitution approach for decoupled two-scale analysis of materially nonlinear composite plates

Computers & structures, 2021-10, Vol.255, p.106623, Article 106623

2021

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Application of factorization machine with quantum annealing to hyperparameter optimization and metamodel‐based optimization in granular flow simulations

International journal for numerical and analytical methods in geomechanics, 2024-09, Vol.48 (13), p.3432-3451

2024

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Development of a deep-learning model for phase-separation structure of diblock copolymer based on self-consistent field analysis

Advanced composite materials, 2024-02, p.1-14

2024

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Inverse estimation method for internal defects based on surface stress of carbon-fiber-reinforced plastics using machine learning

Advanced composite materials, 2022-11, Vol.31 (6), p.617-629

2022

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A finite element-based physics-informed operator learning framework for spatiotemporal partial differential equations on arbitrary domains

Engineering with computers, 2024-08

2024

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Inverse design of polymer alloys using deep learning based on self-consistent field analysis and finite element analysis

Materials today communications, 2023-12, Vol.37, p.107233, Article 107233

2023

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A Phase-Field Simulation of Nucleation from Subgrain and Grain Growth in Static Recrystallization

Materials science forum, 2008-01, Vol.584-586, p.1045-1050

2008

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Fine-scale structural stability of carbon dioxide hydrate pellets under coarse-scale deformation using multi-scale coupled FEM-MD simulations

Materials today communications, 2024-03, Vol.38, p.108322, Article 108322

2024

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Application of deep learning to inverse design of phase separation structure in polymer alloy

A phase-field model by an Ising machine and its application to the phase-separation structure of a diblock polymer

Development of optimization method for truss structure by quantum annealing

Development of phase-field model based on balance laws and thermodynamic discussion

Discrete conservation laws based on micropolar theory considering lattice-scale-director during phase transformation

Influence of strength and notch shape on crack initiation and propagation behavior of advanced high strength steel sheets

Discussion on infrared stress measurements based on finite element analysis of transient heat conduction

Gradient damage model for ductile fracture introducing degradation of damage hardening modulus: implementation and experimental investigations

Shape deformation analysis of anode-supported solid oxide fuel cell by electro-chemo-mechanical simulation

Numerical simulations of non-stationary distributions of electrochemical potentials in SOFC

Characterization of defects in carbon fiber-reinforced plastics by inverse heat conduction analysis using transfer matrix between layers

Effects of microstructure on material properties of modified 9Cr-1Mo steel subject to creep-fatigue

Novel real number representations in Ising machines and performance evaluation: Combinatorial random number sum and constant division

Cohesive Crack Model to Reflect Local Chemical Action at Grain and Its Boundaries in Polycrystalline Metals

Tensile Testing with Cyclic Strain Holding to Analyze Dynamic Recrystallization of Pure Lead

A multiscale FEM-MD coupling method for investigation into atomistic-scale deformation mechanisms of nanocrystalline metals under continuum-scale deformation

Surrogate modeling for transient electrochemical potential analysis for SOFC using proper orthogonal decomposition

Substitution approach for decoupled two-scale analysis of materially nonlinear composite plates

Application of factorization machine with quantum annealing to hyperparameter optimization and metamodel‐based optimization in granular flow simulations

Development of a deep-learning model for phase-separation structure of diblock copolymer based on self-consistent field analysis

Inverse estimation method for internal defects based on surface stress of carbon-fiber-reinforced plastics using machine learning

A finite element-based physics-informed operator learning framework for spatiotemporal partial differential equations on arbitrary domains

Inverse design of polymer alloys using deep learning based on self-consistent field analysis and finite element analysis

A Phase-Field Simulation of Nucleation from Subgrain and Grain Growth in Static Recrystallization

Fine-scale structural stability of carbon dioxide hydrate pellets under coarse-scale deformation using multi-scale coupled FEM-MD simulations

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