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Publication

International Journals
International Conferences
Patents
Awards

International Journals

Microstructure-based Variational Deep Material Networks for Robust Uncertainty Quantification in Materials Digital Twins

2026 npj Computational Materials 2026, 12, 261

Andreas E. Robertson Samuel B. Inman Ashley T. Lenau Ricardo A. Lebensohn Dongil Shin Brad L. Boyce and Rémi M. Dingreville
Quasicrystal Architected Nanomechanical Resonators via Data-Driven Design

2026 Extreme Mechanics Letters

Kawen Li Hangjin Cho Richard Norte* Dongil Shin*
U-net Architected Deep Material Network Training with Microstructure Local Field Information

2026 Computational Mechanics

Dongil Shin Ricardo A. Lebensohn Remi Dingreville*

https://doi.org/10.1007/s00466-025-02744-9
Micropolar deep material network

2025 Computer Methods in Applied Mechanics and Engineering, 446, 118329

Noah M. Francis Dongil Shin Ricardo A. Lebensohn Fatemeh Pourahmadian Remi Dingreville*
Deep material network for thermal conductivity problems: Application to woven composites

2024 Computer Methods in Applied Mechanics and Engineering, 431, 117279

Dongil Shin Peter J. Creveling Scott A. Roberts Remi Dingreville*
A deep material network approach for predicting the thermomechanical response of composites

2024 Composites Part B: Engineering, 272, 111177

Dongil Shin Ryan Alberdi Ricardo A. Lebensohn Remi Dingreville*
Bayesian optimization-based topology optimization using moving morphable bars for flexible structure design problems

2024 Engineering Structures, 300, 117103

Quang Dat Tran Dongil Shin* Gang-Won Jang*
Centimeter-scale nanomechanical resonators

2024 Nature Communications, 15(1), 4255

Andrea Cupertino+ Dongil Shin+ Peter G. Steeneken Leo Li Guo Miguel A. Bessa* Richard A. Norte*
Beating Ringdowns of Near-Degenerate Mechanical Resonances

2023 Physical Review Applied, 20, 024053

Matthijs H.J. de Jong Andrea Cupertino Dongil Shin Simon Gröblacher Farbod Alijani Peter G. Steeneken Richard A. Norte*
Deep material network via a quilting strategy: Visualization for explainability and recursive training for improved accuracy

2023 npj Computational Materials, 9(1), 128

Dongil Shin Ryan Alberdi Ricardo A. Lebensohn Remi Dingreville*
High-Strength Amorphous Silicon Carbide for Nanomechanics

2023 Advanced Materials, 36(5), 2306513

Minxing Xu Dongil Shin Paolo Sberna Roald van der Kolk Andrea Cupertino Miguel A. Bessa Richard A. Norte*

Selected as the Cover Picture: https://onlinelibrary.wiley.com/doi/10.1002/adma.202470034
Development of deep learning-based joint elements for thin-walled beam structures

2022 Computers & Structures, 260, 106714

Jaemin Jeon Jaeyong Kim JongJun Lee Dongil Shin* Yoon Young Kim*

Awarded from conferences: Best Oral Presentation Awards (2020 KSME CAE and Applied Mechanics Division), Best Student Paper Award (ACSMO2020)
Spiderweb nanomechanical resonators via Bayesian optimization: inspired by nature and guided by machine learning

2022 Advanced Materials, 34(3), 2106248

Dongil Shin+ Andrea Cupertino+ Matthijs H. J. de Jong Peter. G. Steeneken Miguel A. Bessa* Richard A. Norte*

Wiley, Top Downloaded Article published in 2021

Selected as the Cover Picture for the rising star special issue:

https://onlinelibrary.wiley.com/doi/10.1002/adma.202270019

Featured in the Media, e.g. phys.org, designdevelopmenttoday, eurekalert, nanowerk, ScitechDaily, Physics World

Awarded from conferences: Young Scientist Award (ACSMO2022), Best presentation and poster award (Engineering Mechanics Symposium 2021)
A novel space-constrained vehicle suspension mechanism synthesized by a systematic design process employing topology optimization

2020 Structural and Multidisciplinary Optimization, 62(3), 1497-1517

Suh In Kim Dongil Shin Sang Min Han Seok Won Kang Seungmin Kwon Yong-Sub Yi Yoon Young Kim*
Data-driven approach for a one-dimensional thin-walled beam analysis

2020 Computers & Structures, 231, 106207

Dongil Shin Yoon Young Kim*

Awarded from conferences: Best Poster Awards (2018 KSCM-GACM International Workshop), Silver Oral Presentation Awards (2019 KSME CAE and Applied Mechanics Division)
Higher-order beam theory for static and vibration analysis of composite thin-walled box beam

2018 Composite Structures, 206, 140-154

Dongil Shin Soomin Choi Gang-Won Jang Yoon Young Kim*

Awarded from a conference: Best Poster Awards (2018 KSCM Conference)
One-dimensional analysis of thin-walled beams with diaphragms and its application to optimization for stiffness reinforcement

2017 Computational Mechanics, 61(3), 1-19

Joon Hee Jung Gang-Won Jang* Dongil Shin Yoon Young Kim
Higher order analysis of thin-walled beams with axially varying quadrilateral cross sections

2017 Computers & Structures, 179, 127-139

In Seop Choi Gang-Won Jang* Soomin Choi Dongil Shin Yoon Young Kim
Finite element beam analysis of tapered thin-walled box beams

2016 Thin-Walled Structures, 102, 205-214

Dongil Shin Soomin Choi Gang-Won Jang Yoon Young Kim*

International Conferences

(Oral) Data-Driven Exploration of Quasicrystal Architectures for High-Q Nanomechanical Resonators

17th WCCM 2026

Kawen Li Hangjin Cho Richard A. Norte Dongil Shin
(Oral) Quasicrystal Nanomechanical resonator designed by Data-driven approach

ACSMO 2026

Kawen Li Hangjin Cho Richard A. Norte Dongil Shin
(Oral) Monolithic Stiffness-Configurable Spatial Compliant Mechanism via Mechanical Bistable Switches

ACSMO 2026

Intaek Kwon Dongil Shin
(Oral) Design Optimization of Embedded Grid Structures for Ceramic Fuel Cells Sintering Warpage

ACSMO 2026

Sehyeon Kang Min Kwan Seo Sung Soo Shin Dongil Shin
(Oral) Strengthening deep material networks with offline training using local field data

COMPLAS 2025

Dongil Shin Ricardo A. Lebensohn Remi Dingreville
(Oral) Introduction to Deep Material Networks: Mechanics-Informed Learning for Microstructure Constitutive Modeling

2nd German-Korean Workshop on Computational Mechanics 2025

Dongil Shin
(Oral) Training a U-Net Architected Deep Material Network Using Microstructure Local Field Information

18th USNCCM 2025

Dongil Shin Ricardo A. Lebensohn Remi Dingreville
(Oral) Designing High Quality Factor Nanomechanical Resonators via Bayesian Optimization

16th WCSMO 2025

Dongil Shin
(Oral) Expansion of deep material network for woven composite thermal conductivity homogenization

WCCM/PANACM 2024

Dongil Shin Peter J. Creveling Scott A. Roberts Remi Dingreville
(Oral) Deep material network trained with local field information: predictions of homogenized and local field distribution

AIM 2024 Annual Meeting 2024

Dongil Shin Remi Dingreville
(Oral) Thermal Conductivity Homogenization of Composites via Deep Material Network

TMS 2024 Annual Meeting 2024

Dongil Shin Peter J. Creveling Scott A. Roberts Remi Dingreville
(Oral) Deep Material Network for Thermal Conductivity Homogenization

MRS Fall Meeting 2023

Dongil Shin Peter J. Creveling Scott A. Roberts Remi Dingreville
(Oral) Predicting and designing the thermo-elasto-plastic response of composites using Deep Material Network

2023 SES Annual Technical Meeting 2023

Dongil Shin Ryan Alberdi Ricardo A. Lebensohn Remi Dingreville
(Oral) Visualization of the Deep Material Network with Recursive Training

COMPLAS 2023

Dongil Shin Ryan Alberdi Ricardo A. Lebensohn Remi Dingreville

Invited talk
(Oral) Prediction of Thermomechanical Behavior of Heterogeneous Microstructures using Deep Material Network

USNCCM 17 2023

Dongil Shin Ryan Alberdi Ricardo A. Lebensohn Remi Dingreville
(Oral) Recursive Training for Deep Material Network and the Prediction of the Elastic-Plastic Behavior of Heterogeneous Microstructures

MRS Spring Meeting 2023

Dongil Shin Ryan Alberdi Ricardo A. Lebensohn Remi Dingreville
(Oral) Ultralow Dissipation Nanomechanical Resonator: Inspired by Spiderweb in Nature and Guided by Bayesian Optimization

ACSMO 2022

Dongil Shin Andrea Cupertino Matthijs H. J. de Jong Peter. G. Steeneken Miguel A. Bessa Richard A. Norte
(Oral) Spiderweb nanomechanical resonator with a novel torsional soft clamping motion found by Bayesian optimization

APS March Meeting 2022

Dongil Shin Andrea Cupertino Matthijs H. J. de Jong Peter. G. Steeneken Miguel A. Bessa Richard A. Norte
(Poster) High Qf Suspended Microchannel Resonator for Living Organisms in the Quantum Region

Physics@Veldhoven 2022

Dongil Shin Daniël van Dam Miguel A. Bessa Richard A. Norte
(Poster) Nanomechanical web-like resonator with ultralow dissipation found by Bayesian optimization

RAMSES Workshop 2021

Dongil Shin Andrea Cupertino Matthijs H. J. de Jong Peter. G. Steeneken Miguel A. Bessa Richard A. Norte
(Poster) Bio-inspired nano-mechanical resonators from machine-learning optimization

Physics@Veldhoven 2021

Dongil Shin Andrea Cupertino Miguel Bessa Richard A. Norte
(Oral) Data-driven design of optomechanical device with Bayesian optimization

23rd Engineering Mechanics Symposium 2020

Dongil Shin Andrea Cupertino Richard A. Norte Miguel Bessa
(Oral) Data-driven Shape Functions for Higher-order Beam Finite Element Analysis of Thin-walled Composite Beams

USNCCM 15 2019

Dongil Shin Yoon Young Kim
(Poster) Higher-order Beam Analysis Using Big Data

KSCM-GACM International Workshop 2018

Dongil Shin Yoon Young Kim
(Poster) Thin-walled beam analysis based on higher-order beam theory using cross-sectional deformations identified by principal component analysis

ETME 2018

Dongil Shin Yoon Young Kim
(Oral) Higher-order beam theory for the structural analysis of laminated composite thin-walled box beams

ICCS20 2017

Dongil Shin Soomin Choi Gang-Won Jang Yoon Young Kim
(Oral) Finite Element Beam Analysis of FRP Composite Thin-walled Box Beams by Using Higher-order Beam Theory

WCCM & APCOM 2016

Dongil Shin Soomin Choi Gang-Won Jang Yoon Young Kim
(Oral) Analysis of thin-walled box beams with variable cross sections by the higher-order beam theory

ECCOMAS 2016

Dongil Shin Soomin Choi Gang-Won Jang Yoon Young Kim

Patents

Suspension system for vehicle

Dongil Shin Sang Min Han Suh In Kim Seok Won Kang Yoon Young Kim Yong Sub Yi Moon Won Kang

(Application: KR102563433B1, US11186132B2, CN111319411B)
Suspension system for vehicle

Dongil Shin Sang Min Han Suh In Kim Seok Won Kang Yoon Young Kim Yong Sub Yi Seungmin Kwon Seung Hoon Woo

(Application: KR102586324B1, US11214108B2, CN111319412B)

Awards

Outstanding Paper Award for Early-Career Researchers

2026 KSME CAE and Applied Mechanics Division, The Korean Society of Mechanical Engineers (KSME)

Dongil Shin
Young Scientist Awards

2022 ACSMO conference, Asian society of structural multidisplininary optimization (ASSMO)

Dongil Shin
Silver Oral Presentation Awards

2019 KSME CAE and Applied Mechanics Division, The Korean Society of Mechanical Engineers (KSME)

Dongil Shin
Best Poster Awards

2018 KSCM-GACM International Workshop, Korean Society for Computational Mechanics (KSCM) and German Association for Computational Mechanics (GACM)

Dongil Shin
Best Poster Awards

2018 KSCM Conference, Korean Society for Computational Mechanics (KSCM)

Dongil Shin

Publication

Publication

International Journals

Microstructure-based Variational Deep Material Networks for Robust Uncertainty Quantification in Materials Digital Twins

Quasicrystal Architected Nanomechanical Resonators via Data-Driven Design

U-net Architected Deep Material Network Training with Microstructure Local Field Information

Micropolar deep material network

Deep material network for thermal conductivity problems: Application to woven composites

A deep material network approach for predicting the thermomechanical response of composites

Bayesian optimization-based topology optimization using moving morphable bars for flexible structure design problems

Centimeter-scale nanomechanical resonators

Beating Ringdowns of Near-Degenerate Mechanical Resonances

Deep material network via a quilting strategy: Visualization for explainability and recursive training for improved accuracy

High-Strength Amorphous Silicon Carbide for Nanomechanics

Development of deep learning-based joint elements for thin-walled beam structures

Spiderweb nanomechanical resonators via Bayesian optimization: inspired by nature and guided by machine learning

A novel space-constrained vehicle suspension mechanism synthesized by a systematic design process employing topology optimization

Data-driven approach for a one-dimensional thin-walled beam analysis

Higher-order beam theory for static and vibration analysis of composite thin-walled box beam

One-dimensional analysis of thin-walled beams with diaphragms and its application to optimization for stiffness reinforcement

Higher order analysis of thin-walled beams with axially varying quadrilateral cross sections

Finite element beam analysis of tapered thin-walled box beams

International Conferences

(Oral) Data-Driven Exploration of Quasicrystal Architectures for High-Q Nanomechanical Resonators

(Oral) Quasicrystal Nanomechanical resonator designed by Data-driven approach

(Oral) Monolithic Stiffness-Configurable Spatial Compliant Mechanism via Mechanical Bistable Switches

(Oral) Design Optimization of Embedded Grid Structures for Ceramic Fuel Cells Sintering Warpage

(Oral) Strengthening deep material networks with offline training using local field data

(Oral) Introduction to Deep Material Networks: Mechanics-Informed Learning for Microstructure Constitutive Modeling

(Oral) Training a U-Net Architected Deep Material Network Using Microstructure Local Field Information

(Oral) Designing High Quality Factor Nanomechanical Resonators via Bayesian Optimization

(Oral) Expansion of deep material network for woven composite thermal conductivity homogenization

(Oral) Deep material network trained with local field information: predictions of homogenized and local field distribution

(Oral) Thermal Conductivity Homogenization of Composites via Deep Material Network

(Oral) Deep Material Network for Thermal Conductivity Homogenization

(Oral) Predicting and designing the thermo-elasto-plastic response of composites using Deep Material Network

(Oral) Visualization of the Deep Material Network with Recursive Training

(Oral) Prediction of Thermomechanical Behavior of Heterogeneous Microstructures using Deep Material Network

(Oral) Recursive Training for Deep Material Network and the Prediction of the Elastic-Plastic Behavior of Heterogeneous Microstructures

(Oral) Ultralow Dissipation Nanomechanical Resonator: Inspired by Spiderweb in Nature and Guided by Bayesian Optimization

(Oral) Spiderweb nanomechanical resonator with a novel torsional soft clamping motion found by Bayesian optimization

(Poster) High Qf Suspended Microchannel Resonator for Living Organisms in the Quantum Region

(Poster) Nanomechanical web-like resonator with ultralow dissipation found by Bayesian optimization

(Poster) Bio-inspired nano-mechanical resonators from machine-learning optimization

(Oral) Data-driven design of optomechanical device with Bayesian optimization

(Oral) Data-driven Shape Functions for Higher-order Beam Finite Element Analysis of Thin-walled Composite Beams

(Poster) Higher-order Beam Analysis Using Big Data

(Poster) Thin-walled beam analysis based on higher-order beam theory using cross-sectional deformations identified by principal component analysis

(Oral) Higher-order beam theory for the structural analysis of laminated composite thin-walled box beams

(Oral) Finite Element Beam Analysis of FRP Composite Thin-walled Box Beams by Using Higher-order Beam Theory

(Oral) Analysis of thin-walled box beams with variable cross sections by the higher-order beam theory

Patents

Suspension system for vehicle

Suspension system for vehicle

Awards

Outstanding Paper Award for Early-Career Researchers

Young Scientist Awards

Silver Oral Presentation Awards

Best Poster Awards

Best Poster Awards