Yang, Chanhee, Minho Oh, Min Gyu Park, Won Choi, Min Sang Ju, Hyunggwi Song*, Sung Kyu Lim*, and Taek-Soo Kim*, Deep Learning-Enabled Multiscale Strategy for Rapid and Accurate Warpage Prediction of Interposer Routing Interconnects, International Journal of Precision Engineering and Manufacturing-Green Technology (2026): 1-14.

Hyoseon Jang, Hyunggwi Song, Dongjun Kim, Hwanseong Jeong, and Baik Jin Kim*, Structural and random vibration analyses of laser beam generators with isolators for vibration damping, Journal of Mechanical Science and Technology, 39.10 (2025): 5721-5731.

Hyun Seok Kang†, Sumin Kim†, Hyunggwi Song, Yung Lee, Won Gi Chung, Changyeon Gu, Junmo Kim, Taek-Soo Kim, Seunghwa Ryu, Jang-Ung Park*, Byeong-Soo Bae*, Skin‐Tailored Adhesive Bio‐Electrode with Tunable Poisson's Ratio for Stable Electrophysiological Communication, Advanced Healthcare Materials, 14.10 (2025): 2404882.

Hohyun Lee, Yeong-Tae Choi, Younghoon Bae, Sunhee Kim, Hyunggwi Song, In-Ho Yeo, and Koochul Ji, Fatigue life assessment of thermite welded rails based on laboratory tests and field measurement data, Case Studies in Construction Materials, 21 (2024): e03713.

Sukheon Kang†, Hyunggwi Song†, Hyun Seok Kang, Byeong-Soo Bae, Seunghwa Ryu*, Customizable metamaterial design for desired strain-dependent Poisson’s ratio using constrained generative inverse design network, Materials & Design, 247 (2024): 113377. 

Hohyun Lee, Yeong-Tae Choi, Younghoon Bae, Sunhee Kim, Hyunggwi Song, In-Ho Yeo, Koochul Ji*, Fatigue life assessment of thermite welded rails based on laboratory tests and field measurement data, Case Studies in Construction Materials, 21 (2024): e03713.

Kwang Ho Ahn, Jae-Bum Pyo, Hyunggwi Song, Taek-Soo Kim*, Evaluation of stress distribution in carbon-based nanoporous electrode by three-dimensional nanostructural reconstruction, Sustainable Materials and Technologies, 41 (2024): e01112. 

Yung Lee, Bongkyun Jang, Hyunggwi Song, Sumin Kim, Yong Won Kwon, Hyun Seok Kang, Min Seong Kim, Inkyu Park, Taek-Soo Kim, Junho Jang, Jae-Hyun Kim, Jang-Ung Park, Byeong-Soo Bae*, A seamless auxetic substrate with a negative Poisson’s ratio of− 1, Nature Communications, 15.1 (2024): 7146.

Junheui Jo†, Kundo Park†, Hyunggwi Song†, Hugon Lee, Seunghwa Ryu*, Innovative 3D printing of mechanoluminescent composites: Vat photopolymerization meets machine learning, Additive Manufacturing, 90 (2024): 104324. 

Jaemin Lee, Donggeun Park, Kundo Park, Hyunggwi Song, Taek-Soo Kim, Seunghwa Ryu*, Optimization of grid composite configuration to maximize toughness using integrated hierarchical deep neural network and genetic algorithm, Materials & Design, 238 (2024): 112700. 

Wabi Demeke, Jiyoung Jung, Hyunggwi Song, Byungki Ryu, Wonju Jeon, Seunghwa Ryu*, Design of aluminum plate phononic crystals with wide bandgaps via free-form shape optimization using deep neural networks, Extreme Mechanics Letters, 65 (2023): 102098. 

Hyunggwi Song†, Eunjeong Park†, Hong Jae Kim, Chung-Il Park, Taek-Soo Kim, Yoon Young Kim, Seunghwa Ryu*, Free-form optimization of pattern shape for improving mechanical characteristics of a concentric tube, Materials & Design, 230 (2023): 111974. 

Jinho Lee†, Jin-Woo Lee†, Hyunggwi Song, Myoung Song, Jinseok Park, Geon-U. Kim, Dahyun Jeong, Taek-Soo Kim, Bumjoon Kim*. Interdiffused Thermoplastic Urethane− PEDOT: PSS Bilayers with Superior Adhesion Properties for High− Performance and Intrinsically− Stretchable Organic Solar Cells, Journal of Materials Chemistry A, 11.24 (2023): 12846-12855. 

Sony Manandhar, Hyunggwi Song, Sara G. Moshage, Joshua Craggette, John D. Polk, Mariana E. Kersh*, Spatial variation in young ovine cortical bone properties, Journal of Biomechanical Engineering, 145.6 (2023): 061002.

Hyunggwi Song, Suman Timilsina, Jiyoung Jung, Taek-Soo Kim, Seunghwa Ryu*, Improving the sensitivity of the mechanoluminescence composite through functionalization for structural health monitoring, ACS Applied Materials & Interfaces, 14.26 (2022): 30205-30215. 

Chenxi Yan, Hyunggwi Song, Jennifer Pfister, Thomas L. Andersen, Stuart J. Warden, Rohit Bhargava, Mariana E. Kersh*, Effect of fatigue loading and rest on impact strength of rat ulna, Journal of Biomechanics, 123 (2021):110449. 

Hyunggwi Song, John D. Polk, Mariana E. Kersh*, Rat bone properties and their relationship to gait during growth, Journal of Experimental Biology, 222.18 (2019): jeb203554.

Hyunggwi Song, Heewon Park, Sukyung Park*, A springy pendulum could describe the swing leg kinetics of human walking, Journal of Biomechanics, 49.9 (2016):1504-1509.