PUBLICATIONS

Seungmin Shin+, Jongmok Lee+,  Taewan Kim, and Seungchul Lee*, 2023, "Re-initialization Strategy for Physics-Informed Neural Networks in Fluid Flow Analysis," in preparation (+equally contributed)

Mi Hyun Lim+, Seungmin Shin+, Keonhyeok Park, Jaejung Park, Sung Won Kim, Mohammed Abdullah Basurrah, Seungchul Lee*, and Do Hyun Kim*, 2023, "Deep Learning Model for Predicting Airway Organoid Differentiation," accepted for publication in Tissue Engineering and Regenerative Medicine. (+equally contributed)

Seungmin Shin+, Jongmok Lee, Taewan Kim, Changhwan Lee, Insoo Ye, Ho Choi, and Seungchul Lee, 2023, "Re-initialization Strategy of Physics-informed Neural Networks for Fluid Flow Analysis", Conference Proceedings of the KSME of  the CAE and Applied Mechanics Division, Busan, Korea. [Link], [Link]

Jongmok Lee+, Seungmin Shin, Taewan Kim, Changhwan Lee, Insoo Ye, Ho Choi, and Seungchul Lee, 2023, "Physics-informed Neural Network for Modeling Thermal Fluid Problems with Consideration of Physical Property Variations", Conference Proceedings of the KSME of  the CAE and Applied Mechanics Division, Busan, Korea.

Taewan Kim+, Seungmin Shin, Jongmok Lee, Changhwan Lee, Insoo Ye, Ho Choi, and Seungchul Lee*, 2023, "Physics-informed Convolutional Framework for Fast Numerical Simulation Interpolation", Conference Proceedings of the KSME of  the CAE and Applied Mechanics Division, Busan, Korea.

Seungmin Shin+, Jihun Lee, Taewan Kim, Ho Choi, and Seungchul Lee*, 2022, "Physics-informed Neural Network Studies through the Analysis of Unsteady Laminar Flow around a Circular Cylinder", Conference Proceedings of the KSME of  the CAE and Applied Mechanics Division, Busan, Korea. [Link] [Link] 

Seung-Min Shin+, Byeong-Cheon Kim, Kyoungsik Chang*, Yong Bum Cho*, and Sang-Wook Lee*, 2021, "Computational Flow Analysis to Prevent the Frost of the Side-by-Side Refrigerator", Conference Proceedings of the KSME (Spring and Autumn), Ulsan, Korea. [Link]

 Seungmin Shin+, Kyeonghwan Lee, Nguyen Ho Nghia, Kwan Yong Lee*, and Sang-Wook Lee*, 2020, "Evaluation of Wall Shear Stress and Pressure Drop as Surrogate Indices for Identifying Ischemic Coronary Lesion using 3D CFD and QCA", Conference Poster of the 11th NCFE, 2020, Jeju, Korea. [Link]