Journal Publications

2026

  • Zhang, X., Chang, S., Suh, Y., Won, Y. (2026) Multi-modality Fusion: Illuminating the Complexity of Two-Phase Flow. AI Thermal Fluids, 5, 100028. (PDF)

2025

  • Chang, S., Arani S, Nuthalapati N. S,  Suh, Y., Choi, N., Khodakarami, S.,  Roni, M. H. R., Miljkovic, N., Chandramowlishwaran, A., Won, Y. (2025) EventFlow: Real-time neuromorphic event-driven classification of two-phase boiling flow regimes. Droplet, e70066. (PDF)
  • Na, U., Serrao, B. P., Seo, J. Y., Suh, Y., Duarte, J. P., Won, Y., Jo, H. (2025) Bubble Segmentation and Heat Flux Estimation in Nucleate Boiling Using a Resource-Efficient Deep Learning Framework. Energy and AI, 23, 100668. (PDF)

2024

  • Zhao, C., Suh, Y., Won, Y. (2024) DropletMask: Leveraging visual data for droplet impact analysis. Droplet, 3, e137. Selected for Cover Art. (PDF)
  • Huang, C. H., Chang, S. H., Suh, Y., Won, Y., Kharangate, C. (2024) Machine Learning Boiling Prediction: From Autonomous Vision of Flow Visualization Data to Performance Parameter Theoretical Modeling. International Journal of Multiphase Flow, 179, 104928 (PDF)
  • Lu, D., Suh, Y., Won, Y. (2024) Rapid Identification of Boiling Crisis with Event-based Visual Streaming Analysis. Applied Thermal Engineering, 239, 122004. (PDF)
  • Suh, Y., Chandramowlishwaran, A., Won, Y. (2024) Artificial Intelligence for Liquid-Vapor Phase-Change Heat Transfer. npj Computational Materials, 10, 65 (PDF)
  • Suh, Y., P, Simadiris., Chang, S. H., Won, Y. (2024) VISION-iT: A Framework for Digitalizing Bubbles and Droplets. Energy and AI, 15, 100309. (PDF)

2023

  • Chang, S. H., Suh, Y., Kharangate, C., Won, Y. (2023) BubbleMask: Autonomous Visualization of Digital Flow Bubbles for Predicting Critical Heat Flux. International Journal of Heat and Mass Transfer, 217, 124656. (PDF)

2022

  • Lee, J.*, Suh, Y. *, Kuciej, M., Barako, M, T., Won, Y. (2022). Computer Vision-Assisted Investigation of Boiling Heat Transfer on Segmented Nanowires with Vertical Wettability. Nanoscale, *Contributed Equally. Selected for Cover Art. (PDF)
  • Khodakarmi, S., Rabbi, K. F., Suh, Y., Won, W., Miljkovic, N. (2022). Machine Learning Enabled Dropwise Condensation Heat Transfer Measurement. International Journal of Heat and Mass Transfer, 194, 123016. (PDF)

2021

  • Suh, Y., Lee, J., Simadiris, P., Yan, X., Sett, S., Li, L., Rabbi, F, L., Miljkovic, N., Won, Y. (2021). A Deep Learning Perspective on Dropwise Condensation. Advanced Science, 22(8), 2101794. Selected for Cover Art. (PDF)
  • Suh, Y., Bostanabad, R., & Won, Y. (2021). Deep Learning Predicts Boiling Heat Transfer. Scientific Reports, 11(1), 1-10. (PDF)

2018 – 2020

  • Suh, Y., Gowda, H., & Won, Y. (2020). In situ investigation of particle clustering dynamics in colloidal assemblies using fluorescence microscopy. Journal of Colloid and Interface Science, 576, 195-202. Selected for Cover Art. (PDF)
  • Suh, Y., Lin, C. H., Gowda, H., & Won, Y. (2020). Multiscale Evaporation Rate Measurement Using Microlaser-Induced Fluorescence. Journal of Electronic Packaging, 142(3). (PDF)
  • Suh, Y., Pham, Q., Shao, B., & Won, Y. (2019). The Control of Colloidal Grain Boundaries through Evaporative Vertical Self‐Assembly. Small, 15(12), 1804523. Selected for Cover Art (PDF)
  • Lee, J., Suh, Y., Dubey, P. P., Barako, M. T., & Won, Y. (2018). Capillary Wicking in Hierarchically Textured Copper Nanowire Arrays. ACS applied materials & interfaces, 11(1), 1546-1554. (PDF)
  • Suh, Y., & Park, J. Y. (2018). Effect of Off-Plane Bifurcation Angles of Primary Bronchi on Expiratory Flows in the Human Trachea. Computers in biology and medicine, 95, 63-74. (PDF)
  • Lee, G. H., Suh, Y., & Park, J. Y. (2018). A Paired Bead and Magnet Array for Molding Microwells with Variable Concave Geometries. JoVE (Journal of Visualized Experiments), (131), e55548. (PDF)

Patents

  1. Chandramowlishwaran, A., Won, Y., Suh, Y., Barschkis, S. Digital twin for two-phase pool boiling dynamics, UC Case No. 2023-752, Submitted. Patent Pending.
  2. Won, Y., Suh, Y., Bostanabad. R. Systems and Methods for Smart Boiling Control, US Patent App. 18/246,825, 2023.

Conference Publications

  • Na, U., Serrao, B. P., Seo, J. Y., Suh, Y., Jo, H. J., Duarte, J. P., Won, Y. (2025) Extracting Bubble Information in Nucleate Boiling Using a Deep Learning Approach. 21rd International Topical Meeting on Nuclear Reactor Thermal Hydraulics (NURETH-21). American Nuclear Society.
  • Huang, C-N., Chang, S., Suh, Y., Won, Y., Kharangate, C. R. (2024) Modeling Flow Boiling Utilizing Machine Learning Vision Data. 23rd IEEE Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm). IEEE.
  • Hassan, S., Feeney, A., Dhruv, A., Kim, J., Suh, Y., Ryu, J., Won, Y., Chandramowlishwaran, A. (2023) BubbleML: A Multi-Physics Dataset and Benchmarks for Machine Learning. Conference on Neural Information Processing Systems Datasets and Benchmarks Track. Neural Information Processing Systems Foundation. Accepted as Spotlight paper (top 2% of accepted papers)
  • Quach, V. N., Pham, N. Q., Han, J-H., Suh, Y., Park, J-S., Won, Y. (2020) Surface Engineering Through Atomic Layer Deposition on Three-Dimensionally Structured Materials. In ASME 2020 International Technical Conference and Exhibition on Packaging and Integration of Electronic and Photonic Microsystems. American Society of Mechanical Engineers Digital Collection.
  • Suh, Y., Lin, C. H., Gowda, H., & Won, Y. (2019). Evaporation Rate Measurement at Multiple Scales Using Temperature-Sensitive Fluorescence Dyes. In ASME 2019 International Technical Conference and Exhibition on Packaging and Integration of Electronic and Photonic Microsystems. American Society of Mechanical Engineers Digital Collection.
  • Pham, Q. N., Suh, Y., Shao, B., & Won, Y. (2019). Boiling Heat Transfer Using Spatially-Variant and Uniform Microporous Coatings. In ASME 2019 International Technical Conference and Exhibition on Packaging and Integration of Electronic and Photonic Microsystems. American Society of Mechanical Engineers Digital Collection.

Book Chapters & Magazine Articles

  1. Suh, Y., (2023) Machines Now Fill and Perceive Scenes for Scientists and Engineers. Electronics Cooling. Article Link
  2. Khodakarami, S., Suh, Y., Won, Y., Miljkovic, N. (2023) An Intelligent Strategy for Phase Change Heat and Mass Transfer: Application of Machine Learning. Advanced heat transfer.