CV

Education

• M.S./Ph.D. in Civil and Environmental Engineering, Seoul National University, 2020.03 – 2026.02
• Visiting Graduate Student, University of Toronto, Toronto, Canada, September 1, 2022 – February 16, 2023
• B.S. in Civil and Environmental Engineering, Seoul National University, 2013.03 – 2020.02

Work experience

• 2026.05–Present: Postdoctoral Fellow
  • Department of Civil and Mineral Engineering, University of Toronto
• 2026.03–2026.04: Postdoctoral Researcher
  • Institute of Construction and Environmental Engineering, Seoul National University

Honors and Awards (Selected)

• May 2026 — Korean Nuclear Society (KNS) Spring Meeting Best Paper Award
• Nov 2025 — Computational Structural Engineering Institute of Korea (COSEIK) Annual Conference Best Paper Presentation Award
• May 2025 — International Conference on Structural Safety and Reliability (ICOSSAR’25) Award Finalist
• Oct 2024 — Korean Society of Civil Engineers (KSCE 2024) Convention Best Paper Award
• May 2024 — Engineering Mechanics Institute (EMI) – Probabilistic Methods Committee (PMC) Award Finalist
• June 2022 — Mitacs Globalink Research Award (3,000 CAD ($2,800)), Mitacs, Canada

Publications

Ph.D. Dissertation

• Prediction and Uncertainty Quantification of Nonlinear Dynamic Response of Structures via Physics-informed Deep Learning

  Jeon, J. (2026). Prediction and Uncertainty Quantification of Nonlinear Dynamic Response of Structures via Physics-informed Deep Learning. Doctoral dissertation, Seoul National University.

Journal Articles

• Physics-based Encoder-only Transformer for Structural Hysteresis Prediction and Dynamic Analysis

  Joo, J., J. Jeon, and J. Song (2026). Physics-based Encoder-only Transformer for Structural Hysteresis Prediction and Dynamic Analysis. Earthquake Engineering & Structural Dynamics.

• A Unified Rate-Dependent Rheological Model for High Damping Rubber Bearings: Seismic Performance Assessment in Cold Climates

  Guo, F., J. Song, Y. Liu, J. Joo, and J. Jeon (2026). A Unified Rate-Dependent Rheological Model for High Damping Rubber Bearings: Seismic Performance Assessment in Cold Climates. Engineering Structures. Vol. 367, 123564.

• Ensemble-based Uncertainty Quantification and Decomposition of Probabilistic Surrogate Models Using Bayesian Neural Networks

  Jeon, J., J. Song, and O. Kwon (2026). Ensemble-based Uncertainty Quantification and Decomposition of Probabilistic Surrogate Models Using Bayesian Neural Networks. Structural Safety. Vol. 121, 102698.

• Unified Hysteresis Modeling via Physics-based Deep Learning and Data Augmentation

  Jeon, J., O. Kwon, and J. Song (2026). Unified Hysteresis Modeling via Physics-based Deep Learning and Data Augmentation. Earthquake Engineering & Structural Dynamics. Vol. 55, No. 2, 379-396.

• Neural Network–Augmented Physics Models Using Modal Truncation for Dynamic MDOF Systems under Response-Dependent Forces

  Jeon, J., and J. Song (2025). Neural Network–Augmented Physics Models Using Modal Truncation for Dynamic MDOF Systems under Response-Dependent Forces. Journal of Engineering Mechanics. Vol. 151, No. 1.

Under Review

• Automating Structural Reliability Analysis with a Multi-Agent Large Language Model Framework

  Jeon, J., C. H. Lee, and T. Kim. Automating Structural Reliability Analysis with a Multi-Agent Large Language Model Framework. (Under review).

Talks

• Trustworthy AI for the Built Environment: A Multi-Agent LLM Framework for Structural Reliability Analysis

  Future of the Building Industry (FoBI) Workshop, Durham School of Architectural Engineering and Construction, University of Nebraska–Lincoln (Omaha, NE, USA)
  August 11, 2026

• Prediction and Uncertainty Quantification of Complex Structural System's Dynamic Response via Physics-informed Deep Learning

  Joint seminar with Prof. Jize Zhang's group (Hong Kong University of Science and Technology) and Prof. Junho Song's group (Seoul National University) (Hong Kong)
  December 19, 2025

• Uncertainty Quantification and Decomposition in Hysteresis Modeling Using Ensemble of Bayesian Neural Networks

  Invited seminar by Prof. Junho Song's group (Seoul National University), hosted by Prof. Yanhui Liu's group (Guangzhou University) (Guangzhou)
  December 18, 2025

• Ensemble-based Uncertainty Quantification and Decomposition for Probabilistic Surrogate Models in Structural Dynamics

  Joint seminar with Prof. You Dong's group (Hong Kong Polytechnic University) and Prof. Junho Song's group (Seoul National University) (Hong Kong)
  December 16, 2025

• Physics-Based Seismic Hysteresis Modeling Method Using Long Short-Term Memory Model

  Joint seminar with Prof. Tao Wang's group (Hong Kong Polytechnic University) and Prof. Oh-Sung Kwon's group (University of Toronto) (Online)
  January 25, 2024

Teaching

• Graduate Teaching Assistant — Spring 2024

  Department of Civil and Environmental Engineering, Seoul National University, Seoul, Korea
  M.3204.00600 001 Information Engineering for Infrastructures in Smart Cities (001)

• Graduate Teaching Assistant — Fall 2020

  Department of Civil and Environmental Engineering, Seoul National University, Seoul, Korea
  457.212 Statistics for Civil & Environmental Engineers (002)

Professional Service

• Journal Reviewer, Earthquake Engineering & Structural Dynamics
• Journal Reviewer, Structural Safety
• Journal Reviewer, Scientific Reports
• Journal Reviewer, ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering