K. Park, J. Park, B. Park, H. Lee, S. Lee, I. Jeong, C. Park, and S. Lee, "Deep Learning-based Image Translation for High-Quality and Fast Phased Array Ultrasonic Imaging," Under revision.
I. Jeong, H. Huh, B. Park, A. Lee, I. Jung, and S. Lee, "MicGraphNet: Microphone Graph Network for Cross Correlation-based Time Delay Estimation for Accurate Sound Source Localization," Under revision.
B. Park, J. Mauch, H. Kweon, J. Kreigseis, S. Lee, H. Kim, "Towards Three-Dimensional Flow Field Measurements within a Sessile Droplet using Deep Learning," Under review.
X. Wang, B. Park, R. G. Landers, S. Mishra, and D. A. Bristow. "Control-oriented model and spatial layer-to-layer control for powder bed fusion," Under review.
"Physics-Guided Diffusion Models for Inverse Design of Scattering Objects from Acoustic Measurements," in preparation.
"Diffusion Models for Designing High-entropy Alloys with Targeted Mechanical Properties," in preparation.
"3D Topology Optimization Under Uncertain Loading Conditions using a Diffusion Model," in preparation.
"A Method for Bearing Multi-fault Diagnosis using Single-fault Learning," in preparation.
J. Lee, S. Shin, T. Kim, B. Park, C. Lee, I. Ye, H. Choi, A. Lee, M. Choi and S. Lee, "Physics informed neural networks for fluid flow analysis with pepetitive parameter initialization," Scientific Reports, 2025. In Press.
J. Lee, S. Shin, H. Choi, A. Lee, B. Park*, and S. Lee, "Extended multiphysics-informed neural network for conjugate heat transfer problems," International Journal of Heat and Mass Transfer, 246, 127098, 2025. (*Corresponding author)
I. Jeong, B. Park, K. Park, A. Lee, I. Jung, and S. Lee, "Dual-port conditional invertible neural network for sound intensity compensation in sound source localization," IEEE Transactions on Instrumentation and Measurement, 74, 1-12, 2025.
B. Park*, A. Chen, and S. Mishra. "Real-time melt pool homogenization through geometry-informed control in laser powder bed fusion using reinforcement learning," IEEE Transactions on Automation Science and Engineering, 22, 2986-2997, 2024. (*Corresponding author)
C. Choi, J. Lee, H. Chung, J. Park, B. Park, S. Sohn, and S. Lee*, "Directed Graph-Based Refinement of Three-Dimensional Human Motion Data using Spatial-Temporal Information," International Journal of Precision Engineering and Manufacturing - Smart Technology (IJPEM-ST), 2(1), 33-46, 2024.
A. Shkoruta, B. Park*, and S. Mishra. "An empirical model for feedforward control of laser powder bed fusion," ASME Letters in Dynamic Systems and Control, 3(4), 2023. (*Corresponding author)
B. Park, A. R. Rempel, and S. Mishra. "Performance, robustness, and portability of imitation-assisted reinforcement learning policies for shading and natural ventilation control," Applied Energy, 347, 121364, 2023.
B. Park and H. Oh. "Vision-based obstacle avoidance for UAVs via imitation learning with sequential neural networks," International Journal of Aeronautical and Space Sciences, 21(3), 768-779, 2020. (Most downloaded article award)
H. Jeong, B. Park, S. Park, H. Min, and S. Lee. "Fault detection and identification method using observer-based residuals," Reliability Engineering and System Safety, 184, 27-40, 2019.
B. Park, H. Jeong, H. Huh, M. Kim, and S. Lee. "Experimental study on the life prediction of servo motors through model-based system degradation assessment and accelerated degradation testing," Journal of Mechanical Science and Technology, 32 (11), 5105-5110, 2018
H. Kim, E. Park, S. Kim, B. Park, N. Kim, and S. Lee. "Experimental study on mechanical properties of single- and dual-material 3D printed products," Procedia Manufacturing, 10, 887-897, 2017.
B. Park, J. Park, and S. Lee. "Diffusion Models for Designing High-entropy Alloys with Targeted Mechanical Properties," International Conference on Electronic Materials and Nanotechnology for Green Environment (ENGE 2024), Jeju, South Korea, 2024.
B. Park and S. Lee. "Self-supervised Fault Detection and Classification in Laser Powder Bed Fusion," 2024 International Congress of Theoretical and Applied Mechanics (ICTAM), Daegu, South Korea, 2024.
B. Park and S. Mishra. "Geometry-agnostic melt-pool homogenization of laser powder bed fusion through reinforcement learning," 2023 AMSE/IEEE International Conference on Advanced Intelligent Mechatronics (AIM), WA, USA, 2023.
B. Park, X. Wang, S. Mishra, and R.L. Landers. "Melt pool feature extraction, spatial registration, and layer-to-layer control in powder bed fusion," International Solid Freeform Fabrication Symposium (SFF), TX, USA, 2022.
B. Park, A.R. Rempel, A.K.L. Lai, J. Chiaramonte, and S. Mishra. "Reinforcement learning for control of passive heating and cooling in residential buildings," Modeling, Estimation, and Control Conference (MECC), TX, USA, 2021. (Best student paper award)
B. Park and S. Mishra. "Autoencoder-based anomaly detection for laser powder bed fusion," International Solid Freeform Fabrication Symposium (SFF), TX, USA, 2021.
B. Park and H. Oh. "Obstacle avoidance for UAVs via imitation learning from human data with 3D-convolutional neural networks" 10th International Micro Air Vehicle Competition and Conference (IMAV), Melbourne, Australia, 2018.
H. Jeong, B. Park, S. Park, H. Min, and S. Lee. "New approach for fault identification using observer-based residual," PHM Asia Pacific, Jeju, South Korea, 2017.
H Jeong, M. Kim, B. Park, and S. Lee. "Vision-based real-time layer error quantification for additive manufacturing," SME NAMRC 45, CA, USA, 2017.
H. Jeong, S. Woo, B. Park, and S. Lee. "PHM for manufacturing industry with IoT and cloud platform," Asian Conference on Experimental Mechanics, Jeju, Korea, 2016.
Project Topic Sponsor Role Period
Physics-guided Generative Artificial Intelligence for Accelerated Mechanical System Analysis and Design NRF PI 24.09-27.08
Nov. 2022 Award "Most downloaded article award," International Journal of Aeronautical and Space Sciences
Oct. 2021 Award "Best student paper award," ASME Dynamic Systems and Control Division
Jun. 2021 Contest 3rd Place in "LESA Student Perfect Pitch," RPI
Aug. 2020 Contest 3rd Place in "ASME IDETC-CIE Student Hackathon," ASME