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Byunghyun Kim
I am a Postdoctoral Researcher at the University of Illinois at Urbana-Champaign (UIUC) advised by Professor Billie F. Spencer, Jr.. I am currently working on a research on explainable deep neural network architecture for structural health monitoring.
My research primarily focuses on Computer Vision, and Signal Processing.
Education
University of Seoul
Ph.D. in Civil Engineering
Mar 2019 โ Jun 2023
Advisor: Prof. Soojin Cho
Dissertation: Deep Learning-Based Assessment of Civil Structure: Inspection using Instance Segmentation and Monitoring using Semi-Supervised Learning
University of Seoul
M.S. in Civil Engineering
Sep 2017 โ Feb 2019
Advisor: Prof. Soojin Cho
Thesis: Detection and Quantification of Cracks on Concrete Structures using Deep Learning
University of Seoul
B.S. in Civil Engineering
Mar 2010 โ Aug 2017
Grant & Scholarship
Postdoctoral Fellowship Program
Sep 2023 โ Aug 2024
Institute: National Research Foundation of Korea
Scale: KRW 45,000,000 (Estimated: USD 35,000)
Title: Decoding the complexity of bridge condition monitoring: A physics-informed neural network search and key feature visualization for explanation of multiple contributing factors
Global Ph.D. Fellowship
Mar 2019 โ Feb 2022
Institute: National Research Foundation of Korea
Scale: KRW 90,000,000 (Estimated: USD 70,000)
Title: Development of bridge deterioration model based on condition-load information obtained by deep learning techniques