Publications

Journal Articles

[1] M Kim, S Choi. (2023) Numerical Investigation of Condensation-Induced Water Hammer Effects in Horizontal and Vertical Cold Reheat Pipes. Int. J. Heat Mass Transf., 207.

www.sciencedirect.com/science/article/pii/S0017931023001837

[2] PCH Nguyen, X Cheng, S Azarfar, P Seshadri, YT Nguyen, M Kim, S Choi, HS Udaykumar, S Baek (2024) PARCv2: Physics-aware Recurrent Convolutional neural Networks for Spatiotemporal Dynamics Modeling.

PARCv2: Physics-aware Recurrent Convolutional Neural Networks for Spatiotemporal Dynamics Modeling

[3] S Park, M Kim, S Choi, J Seo, S Choi (2024) Numerical Study on the Internal Ventilation of the Engine Room of a Ship Under Construction. Alex. Eng. J., 100

www.sciencedirect.com/science/article/pii/S1110016824005015

[4] M Kim, Chau N-K, S. Park, PCH Nguyen, S Baek, S Choi. (2025) Physics-Aware Machine Learning for Computational Fluid Dynamics Surrogate Model to Estimate Ventilation Performance, Physics of Fluids,

pubs.aip.org/aip/pof/article-abstract/37/2/027130/3334515/Physics-aware-machine-learning-for-computational?redirectedFrom=fulltext

International Conference

[1] M Kim, S Choi, A Numerical Analysis of Condensation-Induced Water Hammer in Cold Reheat Pipe, ACFD 2022, Jeju, South Korea, October 16-19, 2022.

[2] M Kim, S Park, J Seo, PCH Nguyen, S Baek, S Choi. Physics-Aware Machine Learning for Computational Fluid Dynamics Surrogate Model to Estimate Ventilation Performance, ICTAM 2024, Daegu, South Korea, Aug 25-31. 2024.

Domestic Conference (Korea)

[1] M. Kim, S. Choi. A Coupled Level-Set and Volume of Fluid (CLSVOF) Method for Solving Two-Phase Flows using OpenFOAM, The Korean Society of Mechanical Engineers (KSME), Jeju, Korea, Aug. 2020.

[2] M. Kim, S. Choi. Numerical Analysis about Condensation Induced Water Hammering Using OpenFOAM, The Korean Society of Mechanical Engineers (KSME), Gangwon, Korea, Dec. 2020.

[3] M. Kim, S. Choi. Exploring Conditions to Mitigate the Condensation Induced Water Hammer in Real Steam Pipe Using OpenFOAM, The Korean Society of Mechanical Engineers (KSME), Online, Korea, Aug. 2021.

[4] M. Kim, S. Choi. Computational Fluid Dynamics-based Analysis of the Cargo Hold Interior Environment under Construction, Korean Society for Computational Fluids Engineering (KSCFE), Gwangju, Korea, Nov. 2021.

[5] M. Kim, J. Lee, T. Minh, S. Choi. A Search of the Condition to Alleviate the Water Hammering with the Actor-Critic, Korean Society for Computational Fluids Engineering (KSCFE), Gwangju, Korea, Nov. 2021.

[6] M. Kim, S. Choi. An Exploration of Optimal Condition to Mitigate Condensation Induced Water Hammer Using OpenFOAM, Korean Society for Computational Fluids Engineering (KSCFE), Siheung, Korea, Nov. 2021.

[7] M. Kim, S. Choi. Reinforcement Learning-Based Approach for Optimizing Operating Condition to Prevent Condensation Induced Water Hammers, 12th National Congress on Fluids Engineering (12NCFE), Changwon, Korea, Jun. 2022.

[8] S. Lee, M. Kim, S. Choi. CFD Analysis of Constant Temperature Control System Using Thermoelectric Module, The Korean Society of Mechanical Engineers (KSME), Seoul, Korea, May 2023

[9] S. Lee, M. Kim, S. Choi. Application of Physics-Informed Neural network for Predicting the Internal Ventilation of the Engine Room during Shipbuilding, The Korean Society of Mechanical Engineers (KSME), Jeju, Korea, May 2024

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