Multi‐Objective Bayesian Optimization for Laminate‐Inspired Mechanically Reinforced Piezoelectric Self‐Powered Sensing Yarns

Ziyue Yang, Kundo Park, Jisoo Nam, Jaewon Cho, Yong Jun Choi, Yong‐Il Kim, Hyeonsoo Kim, Seunghwa Ryu and Miso Kim

Advanced Science, 2024, 11
DOI: 10.1002/advs.202402440

Stronger, lighter, and faster: multi-objective Bayesian optimization for fused filament fabrication

Erik Inman, Hadi Noori, Akash Deep and Srikanthan Ramesh

Prog Addit Manuf, 2025, 10, 2601
DOI: 10.1007/s40964-024-00769-9

Strength through curvature: Engineering multi-phase materials based on chiral aperiodic monotile patterns

Jiyoung Jung, Kundo Park and Grace X. Gu

Composite Structures, 2025, 365, 119131
DOI: 10.1016/j.compstruct.2025.119131

Comparative Study of Multi‐objective Bayesian Optimization and NSGA‐III based Approaches for Injection Molding Process

Jiyoung Jung, Kundo Park, Hugon Lee, Byungjin Cho and Seunghwa Ryu

Advcd Theory and Sims, 2024, 7
DOI: 10.1002/adts.202400135

Design of thermal conductivity of mercapto group-activated graphene/epoxy nanocomposites using the molecular dynamics simulation and Gaussian process regression-based Bayesian optimization

Haolin Wang, Suhan Kim, Jihun Lee and Hyunseong Shin

Surfaces and Interfaces, 2025, 56, 105571
DOI: 10.1016/j.surfin.2024.105571

Data-driven airfoil shape optimization framework for enhanced flutter performance

Jiyoung Jung and Grace X. Gu

Physics of Fluids, 2024, 36
DOI: 10.1063/5.0232055

The selection mechanism of mineral bridges at the interface of stacked biological materials for a strength-toughness tradeoff

Zheyuan Yu, Yu Yan, Zhilong Peng, Yin Yao and Shaohua Chen

Journal of the Mechanics and Physics of Solids, 2024, 191, 105785
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Artificial Intelligence in Metamaterial Informatics for Sonic Frequency Mechanical Identification Tags

Daniel Saatchi, Myung‐Joon Lee, Tushar Prashant Pandit, Manmatha Mahato and Il‐Kwon Oh

Adv Funct Materials, 2025, 35
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Machine Learning‐Driven Grayscale Digital Light Processing for Mechanically Robust 3D‐Printed Gradient Materials

Jisoo Nam, Boxin Chen and Miso Kim

Advanced Materials, 2025
DOI: 10.1002/adma.202504075

Multi-Objective Optimization of Sustainable Epoxy Resin Systems through Bayesian Optimization and Machine Learning

Rodrigo Q. Albuquerque, Florian Rothenhäusler, Philipp Gröbel and Holger Ruckdäschel

ACS Appl. Eng. Mater., 2023, 1, 3298
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Optimization of grid composite configuration to maximize toughness using integrated hierarchical deep neural network and genetic algorithm

Jaemin Lee, Donggeun Park, Kundo Park, Hyunggwi Song, Taek-Soo Kim and Seunghwa Ryu

Materials & Design, 2024, 238, 112700
DOI: 10.1016/j.matdes.2024.112700

DNN-based inverse design of line heating patterns for automated plate forming in shipbuilding using multi-start convex optimization

Hyeonbin Moon, Kundo Park, Jaemin Lee, Donggi Lee and Seunghwa Ryu

Extreme Mechanics Letters, 2025, 76, 102313
DOI: 10.1016/j.eml.2025.102313

Biomineral-Based Composite Materials in Regenerative Medicine

Sung Ho Kim, Mi-Ran Ki, Youngji Han and Seung Pil Pack

IJMS, 2024, 25, 6147
DOI: 10.3390/ijms25116147

Inverse design of nonlinear mechanics of bio-inspired materials through interface engineering and Bayesian optimization

Wei Zhang, Mingjian Tang, Haoxuan Mu, Xingzi Yang, Xiaowei Zeng, Rui Tuo, Wei (Wayne) Chen and Wei Gao

Extreme Mechanics Letters, 2025, 78, 102359
DOI: 10.1016/j.eml.2025.102359

Hybrid TPMS-based architectured materials (HTAM) for enhanced specific stiffness using data-driven design

Jinwook Yeo, Samantha Cheung, X. Wendy Gu and Seunghwa Ryu

Materials & Design, 2025, 249, 113523
DOI: 10.1016/j.matdes.2024.113523

Nature‐inspired hierarchical materials

Qiang Fu, Francesco Baino, Eduardo Saiz, Hao Bai and John C. Mauro

J Am Ceram Soc., 2025, 108
DOI: 10.1111/jace.70156

Impact of Artificial Intelligence on Drug Development and Delivery

Chintan Aundhia, Ghanshyam Parmar, Chitrali Talele, Niyati Shah and Dipali Talele

CTMC, 2025, 25, 1165
DOI: 10.2174/0115680266324522240725053634

Innovative 3D printing of mechanoluminescent composites: Vat photopolymerization meets machine learning

Junheui Jo, Kundo Park, Hyunggwi Song, Hugon Lee and Seunghwa Ryu

Additive Manufacturing, 2024, 90, 104324
DOI: 10.1016/j.addma.2024.104324

Double-tough ceramics: Optimization-supported multiscale computational design

Jian Zhang, Francesco Aiello, Mauro Salazar and Diletta Giuntini

Acta Materialia, 2025, 296, 121162
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Design of auxetic metamaterial for enhanced low cycle fatigue life and negative Poisson’s ratio through multi-objective Bayesian optimization

Sukheon Kang, Hyeonbin Moon, Seonho Shin, Mahmoud Mousavi, Hyokyung Sung and Seunghwa Ryu

Materials & Design, 2025, 252, 113798
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K-nanomechanics: advancements and applications of atomistic simulations in the Korean solid mechanics community

Seunghwa Ryu

JMST Adv., 2023, 5, 53
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