| 1 | Charles Yang+, Youngsoo Kim+, Seunghwa Ryu*, and Grace Gu*, "Prediction of composite microstructure stress-strain curves using convolutional neural networks", Materials & Design 189, 108509 (2020). DOI |
| 2 | Youngsoo Kim, Jiyoung Jung, Sangryun Lee, Issam Doghri*, and Seunghwa Ryu*, "Adaptive Affine Homogenization Method for Visco-hyperelastic Composites with Interfacial Damage", Applied Mathematical Modelling, accepted (2022). |
| 3 | Jiyoung Jung, Yongtae Kim, Jinkyoo Park, and Seunghwa Ryu, "Transfer learning for enhancing the homogenization-theory-based prediction of elasto-plastic response of particle/fiber-reinforced composites", Composite Structures 285, 115210 (2022). DOI |
| 4 | Kundo Park+, Youngsoo Kim+, Minki Kim, Chihyeon Song, Jinkyoo Park, and Seunghwa Ryu, "Designing staggered platelet composite structure with Gaussian Process Regression based Bayesian optimization", Composites Science and Technology 22, 109254 (2022). |
| 5 | Yongtae Kim, Charles Yang, Youngsoo Kim, Grace Gu, and Seunghwa Ryu*, "Designing Adhesive Pillar Shape with Deep Learning-Based Optimization", ACS Applied Materials & Interface 12, 24458 (2020). DOI |
| 6 | Jiyoung Jung, Youngsoo Kim, Sangryun Lee, Issam Doghri*, and Seunghwa Ryu*, "Improved incrementally affine method for viscoelastic-viscoplastic composite by utilizing an adaptive scheme", under review with Composite Structures. https://engrxiv.org/preprint/view/1709. |
| 7 | Yongtae Kim+, Youngsoo Kim+, Charles Yang, Kundo Park, Grace X. Gu, and Seunghwa Ryu*, "Deep Learning Framework for Material Design Space Exploration using Active Transfer Learning and Data Augmentation", npj Computational Materials 4, 140 (2021). |
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