03 / RESEARCH ARCHIVE
Research & publications.
Geophysical sensing and interpretation, synthetic data, and scientific AI.
Journal articles, first-author presentations, and collaborative research.
English translations are marked. Links lead to publication records and conference materials.
36 entries
Journal articles
05Reproducibility-Based Field Validation of Complementary Subsurface Sensing Using a Quantum Diamond Magnetometer and Multi-Frequency Ground-Penetrating Radar
Sensors, 26(17), 5439
Synthetic seismic data generation with pix2pix for enhanced fault detection model training
Computers & Geosciences, 197, 105879
Prediction of S-wave velocity models from surface waves using deep learning
Near Surface Geophysics, 22(3), 281–297
Deep-learning-based GPR Data Interpretation Technique for Detecting Cavities in Urban Roads
Geophysics and Geophysical Exploration, 25(4), 189–200
Fault Detection for Seismic Data Interpretation Based on Machine Learning: Research Trends and Technological Introduction
Geophysics and Geophysical Exploration, 23(2), 97–114
First-author presentations
20Application of a Conditional Generative Model to Bridge Deck Condition Assessment Using GPR
Korean Society of Mineral and Energy Resources Engineers (KSMER) · Spring Conference
Comparison of Boundary Detection Characteristics under Different Labeling Schemes in Bridge Deck GPR Image Segmentation
Korean Society of Earth and Exploration Geophysicists (KSEG) · Spring Conference
Deep Learning Approach to GPR Data Interpretation for Estimating Asphalt Overlay and Rebar Cover Thickness in Bridge Decks
Fall Joint Conference of Resources-related Societies
3D GPR Numerical Modeling for Automation and Quantification of Urban Subsurface Investigation
Korean Society of Earth and Exploration Geophysicists (KSEG) · Spring Conference
Efficiency Improvement of Bridge Deck Condition Assessment using Deep Learning-based GPR Data Analysis Model
SEG Workshop · Geophysical Aspects of Smart Cities
Deep Learning-Based GPR Interpretation for More Efficient Bridge Deck Condition Assessment
Korean Society of Road Engineers · Fall Conference
English title translatedFine-Tuning GPR Interpretation Models for Improved Cavity Detection beneath Urban Roads
Korean Society of Earth and Exploration Geophysicists (KSEG) · Fall Conference
English title translatedImproving Bridge Deck Condition Assessment Efficiency with a Deep Learning-Based GPR Interpretation Model
Korean Society of Earth and Exploration Geophysicists (KSEG) · Spring Conference
English title translatedNumerical Modeling of Bridge Deck GPR Surveys for Training Deep Learning-Based Interpretation Models
Korean Society of Earth and Exploration Geophysicists (KSEG) · Spring Conference
English title translatedGenerative AI-Based Image Augmentation for Training Gas Chimney Detection Models on Sub-bottom Profiler Data
Fall Joint Conference of Resources-related Societies
English title translatedSupervised Learning based Automatic Well-Log Depth Shift using Convolutional Neural Network
SPWLA PDDA Topical Conference
Pix2pix-Based 3D Seismic Data Generation for Training Fault Interpretation Models
Korean Society of Earth and Exploration Geophysicists (KSEG) · Spring Conference
English title translatedGPR Numerical Modeling for Training Deep Learning-Based Cavity Detection Models beneath Urban Roads
Korean Society of Mineral and Energy Resources Engineers (KSMER) · Spring Conference
English title translatedExtracting GPR Hyperbolic Patterns Using CycleGAN
GeoAI Data Society · Fall Conference
English title translatedGenerating Seismic Sections for Fault Interpretation Using Generative Adversarial Networks
Fall Joint Conference of Resources-related Societies
English title translatedSeismic Section Image Translation for Fault Interpretation Using CycleGAN
Korean Society of Earth and Exploration Geophysicists (KSEG) · Fall Conference
English title translatedAugmenting Training Data for GPR Object Detection Using Conditional Generative Adversarial Networks
Korean Society of Mineral and Energy Resources Engineers (KSMER) · Spring Conference
English title translatedDeveloping Machine Learning-Based GPR Interpretation Methods to Prevent Urban Ground Subsidence
Fall Joint Conference of Resources-related Societies
English title translatedDeveloping Machine Learning-Based GPR Interpretation Methods for Urban Subsurface Cavity Detection
Spring Joint Conference on Geological Science and Technology
English title translatedMachine Learning-Based GPR Data Interpretation for Urban Sinkhole Detection
Korean Society of Earth and Exploration Geophysicists (KSEG) · Fall Conference
English title translatedCo-authored presentations
10Image-to-Image Reformulation of MASW Inversion Using Transfer Learning and Diffusion Models
87th EAGE Annual Conference & Exhibition
Uncertainty Quantification in Seismic Fault Detection Using Conditional Diffusion-based Model
87th EAGE Annual Conference & Exhibition
Comparison of Monte Carlo Dropout and Diffusion-based Approaches for Uncertainty Quantification in Seismic Fault Detection
Korean Society of Mineral and Energy Resources Engineers (KSMER) · Spring Conference
Development of a Surface-Wave Inversion Algorithm Using Diffusion Models
Korean Society of Earth and Exploration Geophysicists (KSEG) · Spring Conference
Efficient Microseismic Detection via Pooled Testing with Deep Learning-Based Binary Classification
Korean Society of Earth and Exploration Geophysicists (KSEG) · Spring Conference
Optimization of Preprocessing Workflow for Deep Learning-Based Fault Detection
Korean Society of Earth and Exploration Geophysicists (KSEG) · Spring Conference
Microseismic Signal Classification Using the Short-Time Fourier Transform
Korean Society of Earth and Exploration Geophysicists (KSEG) · Fall Conference
English title translatedSynthetic Seismic Section Image Translation for Fault Interpretation Using CycleGAN
Korean Society of Engineering Geology · Conference Proceedings, 2022(1), 63
English title translatedImplementing a Neural Network for Deep Learning-Based MASW Postprocessing
Korean Society of Mineral and Energy Resources Engineers (KSMER) · Spring Conference
English title translatedDeveloping Deep Learning-Based Surface-Wave Inversion for Passive Seismic Data Interpretation
Fall Joint Conference of Resources-related Societies
English title translatedThesis
01A study of seismic data generation for fault detection using generative adversarial networks
Master’s thesis · Inha University