Yonsei University (Mirae Campus)

Scientific Computing and Machine Learning Lab

Google Scholar

Journal Publications

2025


  1. J. Wang, N. Son, S. Kim, and M. Shin, "GRF‑Former: Advanced Transformer-based Model for Multi-Class Gait Disorder Classification using Ground Reaction Force Data", Submitted, 2025.
  2. H. Ghafoor, M. Shin, and K. Yoon, "PhyUSformer: Physics-Guided Deep Learning for Ultrasound Image Segmentation", Submitted, 2025.
  3. M. Shin, "Endpoint Strichartz estimates and energy-critical scattering for a nonlocal hyperbolic equation", Submitted, 2025.
  4. K. Lee, Y.-M. Shin, M. Shin, J. Kim, S. Lim, W.-Y. Shin, and K. Yoon, "Real-time Prediction of Breast Cancer Sites using Deformation-Aware Graph Neural Network", Submitted, 2025.
  5. M. Shin, M. Seo, H. Choi, J. Jung, and K. Yoon, "Local stress fields prediction using global displacement through Fourier neural operators ", Journal of Computational Design and Engineering, 2025.

2024

  1. M. Shin, M. Seo, S. Cho, J. Park, J.H. Kwon, D. Lee, K. Yoon, "PhysRFANet: Physics-guided neural network for real-time prediction of thermal effect during radiofrequency ablation treatment ", Engineering Applications of Artificial Intelligence 138, 109349, 2024
  2. M. Seo, M. Shin, G. Noh, S.-S. Yoo, K. Yoon, "Multi-modal networks for real-time monitoring of intracranial acoustic field during transcranial focused ultrasound therapy ", Computer Methods and Programs in Biomedicine, 108458, 2024
  3. M. Shin, M. Seo, K. Lee, K. Yoon, "Super-resolution techniques for biomedical applications and challenges ", Biomedical Engineering Letters 14 (3), 465-496, 2024
  4. M. Shin, M. Seo, S.-S. Yoo, K. Yoon, "tFUSFormer: Physics-guided super-resolution Transformer for simulation of transcranial focused ultrasound propagation in brain stimulation ", IEEE Journal of Biomedical and Health Informatics 28 (7), 4024-4035, 2024
  5. M. Shin, C.D. Hauck, R.G. McClarren, "A collision-based hybrid method for the BGK equation ", Journal of Computational Physics 501, 112784, 2024.

2023


  1. B. Whewell, R.G. McClarren, C.D. Hauck, M. Shin, "Multigroup neutron transport using a collision-based hybrid method ", Nuclear science and engineering 197 (7), 1386-1405, 2023.
  2. M. Shin, Z. Peng, H.-J. Kim, S.-S. Yoo, K. Yoon, "Multivariable-incorporating super-resolution residual network for transcranial focused ultrasound simulation ", Computer Methods and Programs in Biomedicine 237, 107591, 2023.
  3. H.-J. Kim, S.-H. Um, Y.G. Kang, M. Shin, H. Jeon, B.-M. Kim, D. Lee, K. Yoon, "Laser–tissue interaction simulation considering skin-specific data to predict photothermal damage lesions during laser irradiation ", Journal of Computational Design and Engineering 10 (3), 947-958, 2023.

2022 and Before


  1. R.G. McClarren, J.A. Rossmanith, M. Shin, "Semi-implicit Hybrid Discrete HNT Approximation of Thermal Radiative Transfer ", Journal of Scientific Computing 90 (1), 2, 2022.
  2. M. Shin, "Hybrid discrete (HTN) approximations to the equation of radiative transfer ", Ph.D. thesis, Iowa State University, 2019.

Conference Papers

2025


  1. S. Cho, M. Seo, M. Shin, K. Yoon, "Towards Digital Twin of RF Ablation: Real-Time Prediction of Time-Dependent Thermal Effects Using Transformer", Accepted, MICCAI DT4H, 2025.
  2. M. Seo, M. Shin, G. Noh, S.-S. Yoo, K. Yoon, "Acoustic Simulation with Deep Learning for Low-intensity Transcranial Focused Ultrasound Digital Twins", Accepted, MICCAI DT4H, 2025.

2024


  1. M. Shin, M. Seo, S.-S. Yoo, W.-Y. Shin, K. Yoon, "경두개 집속 초음파 시뮬레이션 초해상도 트랜스포머에 관한 연구 ", 2024년도 한국통신학회 동계종합학술발표회 논문집, 556-557, 2024

2023


  1. M. Seo, M. Shin, G. Noh, K. Yoon, "Multi-Modal Generative Adversarial Network for Transcranial Focused Ultrasound Simulation ", 한국통신학회 학술대회논문집, 428-428, 2023.
  2. M. Shin, M. Seo, K. Yoon, "Multi-channel Super-Resolution Transformer for the tFUS Simulation ", 대한기계학회 춘추학술대회, 7-7, 2023.
  3. M. Seo, M. Shin, K. Yoon, "Real-Time Pressure Field Monitoring of Transcranial Focused Ultrasound using Generation Adversarial Network ", 대한기계학회 춘추학술대회, 88-88, 2023.