이화여자대학교

Baehyun Min Professor

Department of Climate and Energy Systems Engineering / Social Economy / Sustainable and Resilient Society Convergence Major

민배현 프로필 사진 
Professor Baehyun Min is currently a professor in the Department of Climate and Energy Systems Engineering, College of Engineering, at Ewha Womans University. He received his B.S. in Engineering in 2005, M.S. in Engineering in 2007, and Ph.D. in Engineering in 2013 from Seoul National University. From January 2014 to February 2017, he worked as a Postdoctoral Fellow at the University of Texas at Austin. He served as an Assistant Professor from March 2017 to February 2021 and as an Associate Professor from March 2021 to February 2026. His main research areas include petroleum engineering, carbon capture, utilization, and storage (CCUS), climate risk analysis, and decision-making optimization.
He is a regular member of the Society of Petroleum Engineers (SPE), the American Geophysical Union (AGU), and the Society for Industrial and Applied Mathematics (SIAM). He is also a lifetime member of the International Association for Mathematical Geosciences (IAMG), the Korean Society of Mineral and Energy Resources Engineers (KSMER), where he serves as Executive Director for General Affairs, and the Korean Society of Petroleum Engineers (KSPE), where he serves as Editor-in-Chief.
  • bhmin01@ewha.ac.kr
  • Research Cooperation Building #404
  • 02-3277-6946
  • Research Interests
    • Petroleum Engineering, Carbon Capture, Utilization, and Storage (CCUS), Climate Risk Analysis, Multi-objective Optimization, Decision-making Optimization
  • sdg07
  • sdg09
  • sdg13
Research Record
  • Assessing the impact of land use and land cover on predicting in-stream total phosphorus using GIS and machine learning models Ecological Informatics, 2026, v.93, 103598
    SCIE Scopus dColl.
  • Integrated design and optimization for a unified carbon capture and storage system using a machine-learning-assisted multi-objective optimization framework JOURNAL OF CO2 UTILIZATION, 2026, v.106, 103402
    SCIE Scopus dColl.
  • 몬테카를로 시뮬레이션 기반 CCS 비용의 확률론적 추정 한국자원공학회지, 2026, v.63 no.1, 31-41
    KCI dColl.
  • Determination of Sequential Well Placements Using a Multi-Modal Convolutional Neural Network Integrated with Evolutionary Optimization MATHEMATICS, 2025, v.13 no.1, 36
    SCIE Scopus dColl.
  • History matching of a three dimensional channelized reservoir using a beta-convolutional variational autoencoder and ensemble smoother with multiple data assimilation Engineering Applications of Artificial Intelligence, 2025, v.159, 111620
    SCIE Scopus dColl.
  • Learning-based pattern-data-driven forecast approach for predicting future well responses JOURNAL OF PETROLEUM EXPLORATION AND PRODUCTION TECHNOLOGY, 2025, v.15 no.2, 32
    SCIE Scopus dColl.
  • Optimizing Transportation and Storage Design for CO2 Geological Sequestration Using Multiobjective Optimization and Nodal Analysis: A Case Study From the Gunsan Basin, South Korea INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2025, v.2025 no.1, 6686996
    SCIE Scopus dColl.
  • Stochastic forecasting of long-term greenhouse gas emissions and energy transitions: A comparative analysis of the US, EU, China, and Korea Energy, 2025, v.327, 136376
    SCIE Scopus dColl.
  • Updated screening criteria for enhanced oil recovery methods and their application to the T oilfield in eastern Mongolia SCIENTIFIC REPORTS, 2025, v.15 no.1, 34670
    SCIE Scopus dColl.
  • 고갈가스전의 CO2 지중저장을 위한 CO2 수송-주입-저장 통합 시스템의 모델링 및 시뮬레이션 연구 한국자원공학회지, 2025, v.62 no.2, 111-127
    KCI dColl.
  • Data-driven machine learning models for the prediction of hydrogen solubility in aqueous systems of varying salinity: Implications for underground hydrogen storage International Journal of Hydrogen Energy, 2024, v.55, 1422-1433
    SCIE Scopus dColl.
  • Modeling a unified slug liquid holdup correlation based on a comprehensive analysis of entering bubble sharpness International Journal of Multiphase Flow, 2024, v.170, 104632
    SCIE Scopus dColl.
  • Simulating and assessing carbon markets: Application to the Korean and the EU ETSs Renewable and Sustainable Energy Reviews, 2024, v.195, 114346
    SCIE Scopus dColl.
  • Stochastic lithofacies and petrophysical property modeling for fast history matching in heterogeneous clastic reservoir applications Scientific Reports, 2024, v.14 no.1, 22
    SCIE Scopus dColl.
  • 다목적 최적화 기반 CO2 수송-주입-저장 통합 시스템의 기본 설계 한국자원공학회지, 2024, v.61 no.5, 347-362
    KCI dColl.
  • 열유실층이 있는 오일샌드 저류층에서 eMSAGP공법의 비응축가스 주입시점 분석 한국자원공학회지, 2024, v.61 no.3, 182-190
    KCI dColl.
  • 현무암 내 CO2 수용액 주입에 따른 탄소 광물화 및 암석 물성 변화에 관한 코어 규모 모델링 및 시뮬레이션 연구 한국자원공학회지, 2024, v.61 no.6, 480-499
    KCI dColl.
  • Machine-learning-based prediction of oil recovery factor for experimental CO2-Foam chemical EOR: Implications for carbon utilization projects Energy, 2023, v.278, 127860
    SCIE Scopus dColl.
  • Multi-lateral horizontal well with dual-tubing system to improve CO2 storage security and reduce CCS cost Applied Energy, 2023, v.330, 120368
    SCIE Scopus dColl.
  • Numerical investigation of CO2-carbonated water-alternating-gas on enhanced oil recovery and geological carbon storage Journal of CO2 Utilization, 2023, v.74, 102544
    SCIE Scopus dColl.
  • Efficient deep-learning-based history matching for fluvial channel reservoirs JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2022, v.208, 109247
    SCIE Scopus dColl.
  • Generation of Synthetic Compressional Wave Velocity Based on Deep Learning: A Case Study of Ulleung Basin Gas Hydrate in the Republic of Korea Applied Sciences (Switzerland), 2022, v.12 no.17, 8775
    SCIE Scopus dColl.
  • Machine-learning-based water quality management of river with serial impoundments in the Republic of Korea Journal of Hydrology: Regional Studies, 2022, v.41, 101069
    SCIE Scopus dColl.
  • 다중목적함수 최적화에 기초한 광대역 유도분극 변수 예측 적용성 분석 지구물리와 물리탐사, 2022, v.25 no.3, 99-108
    KCI dColl.
  • 딥러닝 알고리듬을 활용한 고해상도 물리검층 자료의 생성 연구 한국자원공학회지, 2022, v.59 no.5, 543-561
    KCI dColl.
  • Compositional modeling with formation damage to investigate the effects of CO2-CH(4 )water alternating gas (WAG) on performance of coupled enhanced oil recovery and geological carbon storage JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2021, v.205, 108795
    SCIE Scopus dColl.
  • Determination of oil well placement using convolutional neural network coupled with robust optimization under geological uncertainty Journal of Petroleum Science and Engineering, 2021 , 108118
    SCIE Scopus dColl.
  • Modeling of CO2-LPG WAG with asphaltene deposition to predict coupled enhanced oil recovery and storage performance Scientific Reports, 2021, v.11 no.1, 2082
    SCIE Scopus dColl.
  • Modelling hydrocarbon generation and migration in tertiary source rocks of deepwater, Phu Khanh Basin, offshore Vietnam INTERNATIONAL JOURNAL OF OIL GAS AND COAL TECHNOLOGY, 2021, v.28 no.2, 137-159
    SCIE Scopus dColl.
  • Sequential short-term optimization of gas lift using linear programming: A case study of a mature oil field in Russia JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2021, v.205, 108767
    SCIE Scopus dColl.
  • StoSAG를 이용한 탄산염암 저류층의 유정 운영 최적화 한국자원공학회지, 2021, v.58 no.2, 119-129
    KCI dColl.
  • 가스하이드레이트 저류층 모델링을 위한 심층학습 기반 물리검층 해석의 최신 기술동향 분석 한국자원공학회지, 2021, v.58 no.2, 161-178
    KCI dColl.
  • 물리검층자료를 활용한 딥러닝 기반 수포화도 예측 한국자원공학회지, 2021, v.58 no.3, 215-226
    KCI dColl.
  • 북해 Volve 유전 현장자료의 공공데이터화와 저류층 모델에 대한 분석 한국자원공학회지, 2021, v.58 no.4, 353-363
    KCI dColl.
  • A Hybrid Optimization Methodology Identifying Optimal Operating Conditions for Carbon Dioxide Injection in Geologic Carbon Sequestration International Journal of Greenhouse Gas Control, 2020, v.98, 103067
    SCIE Scopus dColl.
  • Analysis of Hydraulic Fracture Propagation Using a Mixed Mode and a Uniaxial Strain Model considering Geomechanical Properties in a Naturally Fractured Shale Reservoir GEOFLUIDS, 2020 , 6690848
    SCIE Scopus dColl.
  • Compositional modeling to analyze the effect of CH4 on coupled carbon storage and enhanced oil recovery process Applied Sciences (Switzerland), 2020, v.10 no.12, 4272
    SCIE Scopus dColl.
  • Determination of an infill well placement using a data-driven multi-modal convolutional neural network JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2020, v.195, 106805
    SCIE Scopus dColl.
  • Development of ensemble smoother–neural network and its application to history matching of channelized reservoirs Journal of Petroleum Science and Engineering, 2020, v.191, 107159
    SCIE Scopus dColl.
  • Efficient Ensemble-Based Stochastic Gradient Methods for Optimization Under Geological Uncertainty FRONTIERS IN EARTH SCIENCE, 2020, v.8, 108
    SCIE Scopus dColl.
  • Generation of Synthetic Density Log Data Using Deep Learning Algorithm at the Golden Field in Alberta, Canada GEOFLUIDS, 2020, v.2020, 5387183
    SCIE Scopus dColl.
  • Multi-well placement optimisation using sequential artificial neural networks and multi-level grid system INTERNATIONAL JOURNAL OF OIL GAS AND COAL TECHNOLOGY, 2020, v.24 no.4, 445-465
    SCIE Scopus dColl.
  • 다중비선형회귀분석을 이용한 탄산염암 저류층의 CO2-EOR 효율 평가에 관한 연구 한국자원공학회지, 2020, v.57 no.2, 185-194
    KCI dColl.
  • 석유가스 개발사업의 인공지능기술 활용 현황 및 전망 한국자원공학회지, 2020, v.57 no.3, 295-308
    KCI dColl.
  • History Matching of a Channelized Reservoir Using a Serial Denoising Autoencoder Integrated with ES-MDA GEOFLUIDS, 2019 , UNSP 3280961
    SCIE Scopus dColl.
  • Iterative static modeling of channelized reservoirs using history-matched facies probability data and rejection of training image Petroleum Science, 2019, v.16 no.1, 127-147
    SCIE Scopus dColl.
  • Optimisation of steam and gas push to prevent water influx from a top-water-bearing area into a vapour chamber INTERNATIONAL JOURNAL OF OIL GAS AND COAL TECHNOLOGY, 2019, v.20 no.3, 304-326
    SCIE Scopus dColl.
  • 신문기사의 비판적 담론분석을 통한 재난대응에 대한 고찰―2017년 11월‘포항지진’을 중심으로 한국재난정보학회 논문집, 2019, v.15 no.2, 223-238
    KCI dColl.
  • A learning-based data-driven forecast approach for predicting future reservoir performance ADVANCES IN WATER RESOURCES, 2018, v.118, 95-109
    SCIE Scopus dColl.
  • An integrated flow-geomechanical analysis of flue gas injection in cranfield Proceedings - SPE Symposium on Improved Oil Recovery, 2018, v.2018-April
    Scopus dColl.
  • Integration of an Iterative Update of Sparse Geologic Dictionaries with ES-MDA for History Matching of Channelized Reservoirs GEOFLUIDS, 2018 , UNSP 1532868
    SCIE Scopus dColl.
  • Optimal design of hydraulic fracturing in porous media using the phase field fracture model coupled with genetic algorithm COMPUTATIONAL GEOSCIENCES, 2018, v.22 no.3, 833-849
    SCIE Scopus dColl.
  • Utilization of multiobjective optimization for pulse testing dataset from a CO2-EOR/sequestration field Journal of Petroleum Science and Engineering, 2018, v.170, 244-266
    SCIE Scopus dColl.
  • 다목적 최적화 알고리듬을 이용한 SAGD 공법 운영조건 최적화 한국자원공학회지, 2018, v.55 no.5, 421~430
    KCI dColl.
  • Model selection for CO2 sequestration using surface deformation and injection data INTERNATIONAL JOURNAL OF GREENHOUSE GAS CONTROL, 2017, v.56, 67-92
    SCIE Scopus dColl.
  • Quick Screening of Pareto-Optimal Operating Conditions for Expanding Solvent-Steam Assisted Gravity Drainage Using Hybrid Multi-Objective Optimization Approach ENERGIES, 2017, v.10 no.7
    SCIE Scopus dColl.
  • 거리기반 후보군 선정과 인공신경망을 결합한 가스생산량 히스토리매칭 한국자원공학회지, 2017, v.54 no.4, 416~428
    KCI dColl.
  • Development of a robust multi-objective history matching for reliable well-based production forecasts ENERGY EXPLORATION & EXPLOITATION, 2016, v.34 no.6, 795-809
    SCIE Scopus dColl.
  • Development of Pareto-based evolutionary model integrated with dynamic goal programming and successive linear objective reduction APPLIED SOFT COMPUTING, 2015, v.35, 75-112
    SCIE Scopus dColl.
  • Multiphase Flow Simulation for In Situ Combustion to Investigate Field-scale Hydraulic Heterogeneity and Air Injection Rate Affecting Oil Production ENERGY SOURCES PART A-RECOVERY UTILIZATION AND ENVIRONMENTAL EFFECTS, 2014, v.36 no.21, 2328-2337
    SCIE Scopus dColl.
  • Pareto-based multi-objective history matching with respect to individual production performance in a heterogeneous reservoir JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2014, v.122, 551-566
    SCIE Scopus dColl.
  • [학술지논문] Assessing the Impact of Land Use and Land Cover on Predicting In-stream Total Phosphorus using GIS and Machine Learning Models. ECOLOGICAL INFORMATICS, 2026, v.93 no.1 , 103598-103598
    SCIE
  • [학술지논문] Full-Chain Commercialization Trends in CCUS and Their Implications for Korea: A Review of IEAGHG Technical Reports 한국자원공학회지, 2026, v.63 no.4 , 480-499
    KCI
  • [학술지논문] From digital rock to geological carbon storage decisions: Time-Resolved carbon dioxide saturation prediction with deep ensembles ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2026, v.182 no.4 , 116165-116165
    SCIE
  • [학술지논문] Impacts of operational controls on hydrogen recovery factor in a depleted gas reservoir for underground hydrogen storage Energy, 2026, v.362 no.1 , 142246-142246
    SCIE
  • [학술지논문] Integrated Design and Optimization for a Unified Carbon Capture and Storage System Using a Machine-Learning-Assisted Multi-Objective Optimization Framework JOURNAL OF CO2 UTILIZATION, 2026, v.106 no.1 , 103402-103402
    SCIE
  • [학술지논문] Thermochemical upcycling of banana stem fibers into biochar and activated carbon for rapid, high-capacity removal of methylene blue from water SCIENTIFIC REPORTS, 2026, v.16 no.1 , 24322-24322
    SCIE
  • [학술지논문] Probabilistic Estimation of CCS Costs Using Monte Carlo Simulation 한국자원공학회지, 2026, v.63 no.1 , 31-41
    KCI
  • [학술지논문] Determination of Sequential Well Placements Using a Multi-Modal Convolutional Neural Network Integrated with Evolutionary Optimization MATHEMATICS, 2025, v.13 no.1 , 36-36
    SCIE
  • [학술지논문] Effect of preprocessing on performances of machine learning-based mineral composition analysis on gas hydrate sediments, Ulleung Basin, East Sea PETROLEUM SCIENCE, 2025, v.22 no.1 , 151-162
    SCIE
  • [학술지논문] History matching of a three dimensional channelized reservoir using a beta-convolutional variational autoencoder and ensemble smoother with multiple data assimilation ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2025, v.159 no.1 , 111620-111620
    SCIE
  • [학술지논문] Learning-based pattern-data-driven forecast approach for predicting future well responses JOURNAL OF PETROLEUM EXPLORATION AND PRODUCTION TECHNOLOGY, 2025, v.15 no.2 , 1-32
    SCIE
  • [학술지논문] Optimizing Transportation and Storage Design for CO2 Geological Sequestration Using Multiobjective Optimization and Nodal Analysis: A Case Study From the Gunsan Basin, South Korea INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2025, v.2025 no.1 , 668699-668699
    SCIE
  • [학술지논문] Stochastic forecasting of long-term greenhouse gas emissions and energy transitions: A comparative analysis of the US, EU, China, and Korea ENERGY, 2025, v.327 no.1 , 136376-136376
    SCIE
  • [학술지논문] Updated screening criteria for enhanced oil recovery methods and their application to the T oilfield in eastern Mongolia SCIENTIFIC REPORTS, 2025, v.15 no.1 , 34670-34670
    SCIE
  • [학술지논문] Modeling and Simulation of an Integrated CO2 Transport-Injection-Storage System for Geological Sequestration in a Depleted Gas Field 한국자원공학회지, 2025, v.62 no.2 , 111-127
    KCI
  • [학술지논문] Data-driven machine learning models for the prediction of hydrogen solubility in aqueous systems of varying salinity: Implications for underground hydrogen storage INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2024, v.55 no.1 , 1422-1433
    SCIE
  • [학술지논문] Modeling a unified slug liquid holdup correlation based on a comprehensive analysis of entering bubble sharpness INTERNATIONAL JOURNAL OF MULTIPHASE FLOW, 2024, v.170 no.104632 , 1-17
    SCIE
  • [학술지논문] Simulating and assessing carbon markets: Application to the Korean and the EU ETSs RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2024, v.195 no.1 , 114346-114346
    SCIE
  • [학술지논문] Stochastic lithofacies and petrophysical property modeling for fast history matching in heterogeneous clastic reservoir applications SCIENTIFIC REPORTS, 2024, v.14 no.1 , 1-24
    SCIE
  • [학술지논문] Design of Integrated CO2 Transportation-Injection-Storage System based on Multi-Objective Optimization 한국자원공학회지, 2024, v.61 no.5 , 347-362
    KCI
  • [학술지논문] Analysis of Non-condensable Gas Injection Timing in eMSAGP Method for Oil Sands Reservoir with Thief Zone 한국자원공학회지, 2024, v.61 no.3 , 182-190
    KCI
  • [학술지논문] Core-Scale Modeling and Simulation Study on Carbon Mineralization and Rock Property Changes Induced by CO2 Solution Injection into Basalt 한국자원공학회지, 2024, v.61 no.6 , 480-499
    KCI
  • [학술지논문] Machine-learning-based prediction of oil recovery factor for experimental CO2-Foam chemical EOR: Implications for carbon utilization projects ENERGY, 2023, v.278 no.127860 , 1-13
    SCIE
  • [학술지논문] Multi-lateral horizontal well with dual-tubing system to improve CO2 storage security and reduce CCS cost APPLIED ENERGY, 2023, v.330 no.0 , 120368-120368
    SCIE
  • [학술지논문] Numerical investigation of CO2-carbonated water-alternating-gas on enhanced oil recovery and geological carbon storage JOURNAL OF CO2 UTILIZATION, 2023, v.74 no.102544 , 1-15
    SCIE
  • [학술지논문] Efficient deep-learning-based history matching for fluvial channel reservoirs JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2022, v.208 no.0 , 109247-109247
    SCI
  • [학술지논문] Generation of Synthetic Compressional Wave Velocity Based on Deep Learning: A Case Study of Ulleung Basin Gas Hydrate in the Republic of Korea APPLIED SCIENCES-BASEL, 2022, v.12 no.17 , 1-26
    SCIE
  • [학술지논문] Machine-learning-based water quality management of river with serial impoundments in the Republic of Korea Journal of Hydrology-Regional Studies, 2022, v.41 no.101069 , 1-23
    SCIE
  • [학술지논문] Applicability Analysis on Estimation of Spectral Induced Polarization Parameters Based on Multi-objective Optimization 지구물리와 물리탐사, 2022, v.25 no.3 , 99-108
    KCI
  • [학술지논문] Generation of High-Resolution Well Log Data by Using a Deep-Learning Algorithm 한국자원공학회지, 2022, v.59 no.5 , 543-561
    KCI
  • [학술지논문] 비전통 오일의 생산 공법 기계저널, 2022, v.62 no.7 , 32-37
  • [학술지논문] Compositional modeling with formation damage to investigate the effects of CO2-CH(4 )water alternating gas (WAG) on performance of coupled enhanced oil recovery and geological carbon storage JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2021, v.205 no.0 , 108795-108795
    SCI
  • [학술지논문] Determination of oil well placement using convolutional neural network coupled with robust optimization under geological uncertainty JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2021, v.201 no.108118 , 1-19
    SCI
  • [학술지논문] Modeling of CO2-LPG WAG with asphaltene deposition to predict coupled enhanced oil recovery and storage performance SCIENTIFIC REPORTS, 2021, v.11 no.1 , 2082-2082
    SCI
  • [학술지논문] Modelling hydrocarbon generation and migration in tertiary source rocks of deepwater, Phu Khanh Basin, offshore Vietnam INTERNATIONAL JOURNAL OF OIL GAS AND COAL TECHNOLOGY, 2021, v.28 no.2 , 137-159
    SCIE
  • [학술지논문] Sequential short-term optimization of gas lift using linear programming: A case study of a mature oil field in Russia JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2021, v.205 no.0 , 108767-108767
    SCI
  • [학술지논문] Optimization of Well Operations in a Carbonate Reservoir Using Stochastic Simplex Approximate Gradient 한국자원공학회지, 2021, v.58 no.2 , 119-129
    KCI
  • [학술지논문] A Review on Deep Learning Applications in Logging Data to Model Gas-Hydrate-Bearing Sediments 한국자원공학회지, 2021, v.58 no.2 , 161-178
    KCI
  • [학술지논문] Prediction of Water Saturation from Well Log Data using Deep Learning Algorithms 한국자원공학회지, 2021, v.58 no.3 , 215-226
    KCI
  • [학술지논문] Analysis of Data Disclosure and Reservoir Model of the Volve Oilfield in the North Sea 한국자원공학회지, 2021, v.58 no.4 , 353-363
    KCI
  • [학술지논문] 이산화탄소 포집, 활용 및 저장 소개 기계저널, 2021, v.61 no.6 , 37-41
  • [학술지논문] 이산화탄소 포집, 활용 및 저장 소개 기계저널, 2021, v.61 no.6 , 37-41
  • [저역서] 2050 수소에너지 라온북, 2021, 320
  • [저역서] Stochastic Modeling in Hydrogeology Frontiers, 2021, 178
  • [학술발표] Machine-Learning-Assisted Multi-Objective Design of Integrated CO2 Transport–Injection–Storage Systems for Geological Carbon Storage IAMG 2026, 캐나다, 몬트리올, 2026-08-25 IAMG 2026, 2026
  • [학술발표] Multi-Objective Optimization of Operational Strategies for Underground Hydrogen Storage in a Depleted Gas Reservoir Considering Economic Performance and Greenhouse-Gas Mitigation IAMG 2026, 캐나다, 몬트리올, 2026-08-24 IAMG 2026, 2026
  • [학술발표] Precipitation Downscaling based on Ensemble Learning for Climate Risk Assessment EGU26, 오스트리아, 비엔나, 2026-05-05 EGU26, 2026
  • [학술발표] Probabilistic Estimation of Depleted Gas Field CCS Costs Using Monte Carlo Simulation and Reservoir Simulation-Based Storage Costs IAMG 2026, 캐나다, 몬트리올, 2026-08-24 IAMG 2026, 2026
  • [학술발표] Scalable 3D Patch-Based Diffusion Modeling for Field-Scale Channelized Reservoirs IAMG2026, 캐나다, 몬트리올, 2026-08-24 IAMG2026, 2026
  • [학술발표] Simulation Study on the Effects of Salt Precipitation on Injectivity during Geological CO2 Storage in a Saline Aquifer 한국자원공학회 춘계학술대회, 대한민국, 2026-04-29 한국자원공학회 춘계학술대회, 2026
  • [학술발표] A Hybrid Multi-Objective Optimization and Machine Learning Approach for Integrated CCS System Design InterPore 2025, 미국, 2025-05-19 InterPore 2025, 2025
  • [학술발표] Machine Learning Proxy for Rapid Prediction of Ultimate Hydrogen Recovery in Depleted Gas Reservoirs AGU25, 미국, 뉴올리언즈, 2025-12-19 AGU25, 2025
  • [학술발표] Numerical Modeling of CO2 Solution Injection into Korean Basalt for Rapid Geological Carbon Storage through Mineralization InterPore 2025, 미국, 2025-05-19 InterPore 2025, 2025
  • [학술발표] Spatiotemporal Landslide Hazard Analysis in Seoul using GIS and Machine Learning under Climate Change Scenarios AGU25, 미국, 뉴올리언즈, 2025-12-17 AGU25, 2025
  • [학술발표] 고갈가스전을 활용한 수소 지중저장 시스템의 회수율에 대한 운영 조건 민감도 분석 추계자원연합학술대회, 대한민국, 부산, 2025-11-06 추계자원연합학술대회, 2025
  • [학술발표] 동적 노달분석, 다목적 최적화, 머신러닝을 활용한 CCS 통합 시스템의 설계 연구 춘계지질과학기술 공동학술대회, 대한민국, 2025-04-22 춘계지질과학기술 공동학술대회, 2025
  • [학술발표] 증진 석유 회수 기법의 선별 기준에 대한 연구: 몽골 T 유전 사례 분석 추계자원연합학술대회, 대한민국, 부산, 2025-11-06 추계자원연합학술대회, 2025
  • [학술발표] 캐나다 Bigstone 오일샌드 광구 저류층 모델링 및 증기중력배유법 생산성 평가 대한기계학회 플랜트부문 2025년 춘계학술대회, 대한민국, 2025-05-08 대한기계학회 플랜트부문 2025년 춘계학술대회, 2025
  • [학술발표] 현무암 기반 탄소저장층에서 탄소 광물화를 고려한 이산화탄소 수용액 주입 최적화 연구 추계자원연합학술대회, 대한민국, 부산, 2025-11-06 추계자원연합학술대회, 2025
  • [학술발표] CO2 Mineralization in Basalt: A Modeling and Simulation Study for Accelerating Geological Carbon Storage AGU24, 미국, 2024-12-11 AGU24, 2024
  • [학술발표] Design of an Integrated CCS System from Source to Sink Using Multi-Objective Optimization and Machine Learning AGU24, 미국, 2024-12-13 AGU24, 2024
  • [학술발표] ‘다목적 최적화’ 및 ‘Dynamic IPR(TPR)-OPR 노달 분석’을 활용한, 서해 군산분지 CCS 통합 시스템 최적화 및 주입-저장량 예측 연구 한국에너지기후변화학회 춘계학술대회, 대한민국, 2024-05-23 한국에너지기후변화학회 춘계학술대회, 2024
  • [학술발표] 다목적 최적화에 기반한 CO2 수송-주입-저장 통합 시스템의 기본 설계에 관한 연구 한국자원공학회 제122회 춘계학술대회, 대한민국, 2024-06-21 한국자원공학회 제122회 춘계학술대회, 2024
  • [학술발표] 캐나다 Lower Grand Rapids 지층의 오일샌드 저류층 모델링 및 열주입 공법의 생산성 평가 한국자원공학회 추계연합학술대회, 대한민국, 2024-11-07 한국자원공학회 추계연합학술대회, 2024
  • [학술발표] 통합 모델링에 기반한 고갈가스전의 이산화탄소 지중저장 시뮬레이션 연구 한국자원공학회 추계연합학술대회, 대한민국, 2024-11-07 한국자원공학회 추계연합학술대회, 2024
  • [학술발표] 현무암 내 CO2 주입에 따른 탄소 광물화 모델링 및 시뮬레이션 연구 한국자원공학회 추계연합학술대회, 대한민국, 2024-11-07 한국자원공학회 추계연합학술대회, 2024
  • [학술발표] Characterization of a Channelized Reservoir using ES-MDA integrated with Variational Autoencoder AGU Fall Meeting 2023, 미국, 2023-12-13 AGU Fall Meeting 2023, 2023
  • [학술발표] Conversion of a Depleted Gas Field into a Geological CO2 Storage Site: A Case Study of the Donghae-1 Gas Field, Republic of Korea AGU Fall Meeting 2023, 미국, 2023-12-14 AGU Fall Meeting 2023, 2023
  • [학술발표] Development of the Climate Risk Assessment and Management (CREAM) for Uncertainty Quantification of the Financial Impact of a Carbon-Intensive Company AGU Fall Meeting 2023, 미국, 샌프란시스코, 2023-12-13 AGU Fall Meeting 2023, 2023
  • [학술발표] Efficient Design of Warm-VAPEX using a Neural Network Coupled with a Multi-objective Optimization Algorithm Under Geological Uncertainty at an Oilsands Reservoir AGU Fall Meeting 2023, 미국, 2023-12-13 AGU Fall Meeting 2023, 2023
  • [학술발표] 국내 탄소 다배출 기업의 기후변화 이행리스크에 의한 재무적 불확실성 평가 2023 한국자원공학회 제120회 춘계학술대회, 대한민국, 서울, 2023-05-11 2023 한국자원공학회 제120회 춘계학술대회, 2023
  • [학술발표] 진화 최적화 알고리듬을 결합한 다중모달 합성곱신경망을 이용한 반복학습 기반의 순차적 유정 위치 선정 2023 한국자원공학회 제120회 춘계학술대회, 대한민국, 서울, 2023-05-11 2023 한국자원공학회 제120회 춘계학술대회, 2023
  • [학술발표] Multi-lateral horizontal well with dual-tubing system to improve CO2 storage security and reduce CCS cost 추계자원연합학술대회, 대한민국, 정선, 2022-11-04 추계자원연합학술대회, 2022
  • [학술발표] Numerical Investigation of CO2 Carbonated Water-Alternating-Gas on Enhanced Oil Recovery and Geological Carbon Storage 추계자원연합학술대회, 대한민국, 정선, 2022-11-03 추계자원연합학술대회, 2022
  • [학술발표] Efficient Design of Warm-VAPEX using a Neural Network Coupled with a Multi-objective Optimization Algorithm for an Oilsands Reservoir in Alberta, Canada AGU Fall Meeting 2022, 미국, 시카고, 2022-12-15 AGU Fall Meeting 2022, 2022
  • [학술발표] Modeling of Carbonated Water Injection at a Saline Aquifer as an Efficient Carbon Capture and Storage Solution AGU Fall Meeting 2022, 미국, 시카고, 2022-12-12 AGU Fall Meeting 2022, 2022
  • [학술발표] Multi-Lateral Horizontal Well with Dual-Tubing System for Improving CO2 Storage Security and Reducing CCS Cost Geoconvention 2022, 캐나다, 캘거리, 2022-06-22 Geoconvention 2022, 2022
  • [학술발표] Numerical Investigation of CO2 Carbonated Water-Alternating-Gas on Oil Recovery and Geological Carbon Storage AGU Fall Meeting 2022, 미국, 시카고, 2022-12-12 AGU Fall Meeting 2022, 2022
  • [학술발표] The Effect of Feature Extraction on Machine Learning-based Gas Hydrate Saturation Prediction Model from CT image AGU Fall Meeting 2022, 미국, 시카고, 2022-12-13 AGU Fall Meeting 2022, 2022
  • [학술발표] Research on Modeling Financial Risk of Climate Change 추계자원연합학술대회, 대한민국, 정선, 2022-11-03 추계자원연합학술대회, 2022
  • [학술발표] 오일샌드 생산을 위한 하이브리드 열공법 및 캐나다 실증 프로젝트 사례분석 대한기계학회 플랜트 부문 춘계학술대회, 대한민국, 제주도, 2022-06-09 대한기계학회 플랜트 부문 춘계학술대회 초록집, 2022
  • [학술발표] 페이즈 필드 기반 고정밀 수리-역학 통합해석을 활용한치밀가스전 생산성 평가 한국자원공학회 춘계학술대회, 대한민국, 대전, 2022-05-19 한국자원공학회 춘계학술대회 초록집, 2022
  • [학술발표] Assessment of Hydrocarbon Productivity Using a Hydraulic-Mechanical Model with Phase-Field Approach in a Fractured Reservoir 2021 AGU Fall Meeting, 미국, 뉴올리언즈, 2021-12-16 2021 AGU Fall Meeting, 2021
  • [학술발표] High-resolution estimation of porosity with deep-learning-based interpretation of well logging and core data for gas-hydrate-bearing sediments in the Republic of Korea 2021 AGU Fall Meeting, 미국, 뉴올리언즈, 2021-12-14 2021 AGU Fall Meeting, 2021
  • [학술발표] Korea’s Efforts for Carbon Capture, Utilization, and Storage International Conference on Energy, Aquatech and Sustainability (ICEAS 2021), 대한민국, 2021-08-13 International Conference on Energy, Aquatech and Sustainability (ICEAS 2021), 2021
  • [학술발표] Modeling of CO2-CH4 Water Alternating Gas with Asphaltene Deposition for Estimating Coupled Performance of Enhanced Oil Recovery and Geological Carbon Storage 2021 AGU Fall Meeting, 미국, 뉴올리언즈, 2021-12-13 2021 AGU Fall Meeting, 2021
  • [학술발표] Multi-lateral horizontal well with dual-tubing system for reducing the CCS cost and improving CO2 storage security 2021 AGU Fall Meeting, 대한민국, 뉴올리언즈, 2021-12-13 2021 AGU Fall Meeting, 2021
  • [학술발표] Optimal Placement of Infill Wells at a Petroleum Reservoir using Multi-modal Convolutional Neural Network Coupled with Long Short-Term Memory 2021 AGU Fall Meeting, 미국, 뉴올리언즈, 2021-12-13 2021 AGU Fall Meeting, 2021
  • [학술발표] Prediction of Shear Travel Time from Well Logging Data using an Ensemble Deep Learning Model with Clustering Algorithm 2021 AGU Fall Meeting, 미국, 뉴올리언즈, 2021-12-13 2021 AGU Fall Meeting, 2021
  • [학술발표] 물리검층의 딥러닝 기반 해석을 통한 저류층 인자의 고해상도 평가 한국자원공학회 2021 추계연합학술대회, 대한민국, 부산, 2021-10-28 한국자원공학회 2021 추계연합학술대회, 2021
  • [학술발표] 합성곱신경망기반 생산자료를 활용한 트레이닝이미지 불확실성 개선 한국자원공학회 2021 춘계학술대회, 대한민국, 울산, 2021-05-20 한국자원공학회 2021 춘계학술대회, 2021
  • [지적재산권] 다중 모달 합성곱 신경망을 이용한 추가정 위치 결정 방법 및 장치 Domestic : Patent , Registration , 10-2667206, 2024
  • [지적재산권] 물리검층 자료의 딥러닝 기반 해석을 통한 저류층 인자의 고해상도 평가 Domestic : Patent , Registration , 10-2696829, 2024
  • [지적재산권] 합성곱 신경망과 강건 최적화를 이용한 유정 위치 결정 방법 및 장치 Domestic : Patent , Registration , 10-2705537, 2024
  • [지적재산권] 한국형 녹색분류체계 기반의 기업 평가 기법 Domestic : Patent , Application
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Courses

  • 2026-2nd

    • Carbon Energy

      • Subject No 38523Class No 01
      • 2Year ( 3Credit , 3Hour) Tue 5~5 (ESEA) , Thu 6~6 (CH)
        • Syllabus(File)

    • Carbon Capture, Utilization, and Storage System

      • Subject No G18822Class No 01
      • Year ( 3Credit , 3Hour) Tue 8~9 (ESEA)
      • Classroom Changed
        • Syllabus(File)

  • 2026-1st

    • Carbon Capture, Utilization, and Storage

      • Subject No 38535Class No 01
      • 3Year ( 3Credit , 3Hour) Tue 5~5 (ESEA) , Thu 6~6 (CH)
        • Syllabus(File)

    • Social Economy and ESG Management

      • Subject No G18213Class No 01
      • Year ( 3Credit , 3Hour) Fri 8~9 (POSCO151)
      • Professor Changed,Professor Determined
        • Syllabus(File)

  • 2025-2nd

    • Carbon Energy

      • Subject No 38523Class No 01
      • 2Year ( 3Credit , 3Hour) Mon 3~3 (ESEA) , Wed 2~2 (CH)
        • Syllabus(File)

    • Energy Production Systems

      • Subject No G17702Class No 01
      • Year ( 3Credit , 3Hour) Mon 8~9 (ESEA)
        • Syllabus(File)

  • 2024-1st

    • HOKMA Seminar

      • Subject No 11302Class No 17
      • 1Year ( 1Credit Thu 7~7 (ECC)
        • Syllabus(File)

    • Carbon Capture, Utilization, and Storage

      • Subject No 38535Class No 01
      • 3Year ( 3Credit , 3Hour) Mon 2~2 (ESEA) , Thu 3~3 (CH)
        • Syllabus(File)

    • Spatial Information Modeling for Climate and Energy Systems

      • Subject No 38541Class No 01
      • 4Year ( 3Credit , 3Hour) Mon 3~3 (ESEA) , Wed 2~2 (CH401)
        • Syllabus(File)

    • Energy Production Systems

      • Subject No G17702Class No 01
      • Year ( 3Credit , 3Hour) Wed 8~9 (ESEA)
        • Syllabus(File)

    • Social Economy and ESG Management

      • Subject No G18213Class No 01
      • Year ( 3Credit , 3Hour) Mon 8~9 (POSCO151)
        • Syllabus(File)

  • 2023-2nd

    • Carbon Energy

    • Computational Geosciences and Optimization

      • Subject No G17613Class No 01
      • Year ( 3Credit , 3Hour) Wed 4~5 (ESEA)
      • Class Hour Changed
        • Syllabus(File)

  • 2023-1st

    • Carbon Capture, Utilization, and Storage

    • patial Information Modeling for Climate and Energy Systems 강의 계획서 상세보기

      • Subject No 38541Class No 01
      • 4Year ( 3Credit , 3Hour) Tue 6~6 (ESEA) , Thu 4~4 (CH)
        • Syllabus(File)

    • Fundamentals on Petroleum and Gas Engineering

      • Subject No G17674Class No 01
      • Year ( 3Credit , 3Hour) Mon 8~9 (ESEA)
        • Syllabus(File)
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Academic Background

Seoul Nat'l Univ. 공학박사(에너지시스템공학부)

Seoul Nat'l Univ. 공학석사(지구환경시스템공학부)

Seoul Nat'l Univ. 공학사(지구환경시스템공학부)

Work Experience

The University of Texas at Austin 2016-09-01 ~ 2017-02-28

The University of Texas at Austin 2014-01-27 ~ 2016-08-31

서울대 2013-06-01 ~ 2014-01-25

서울대 2013-02-27 ~ 2013-05-31

Division Chair, Division of Sustainable Systems Engineering 2023-08-01 ~ 2024-07-31

기후에너지시스템공학과장 2024-03-01 ~ 2024-07-31

Department Chair, Climate and Energy Systems Engineering 2023-08-01 ~ 2024-07-31

Associate Dean, HOKMA College of General Education 2021-08-01 ~ 2023-07-31

Department Chair, Climate and Energy Systems Engineering 2020-08-01 ~ 2021-08-31

Internal Awards

신진이화펠로우2024-03-01

연구실적우수(우수)2022-03-01

External Awards

Early Career Award (한국석유공학회(Korean Society of Petroleum Engineers))2025-11-06

Best Paper Award (한국자원공학회(Korean Society of Mineral and Energy Resources Engineers))2025-11-06

Early Career Award (한국자원공학회(Korean Society of Mineral and Energy Resources Engineers))2022-05-19

2021 Outstanding Technical Reviewer (국제석유공학자협회(Society of Petroleum Engineers))2021-09-01

Best Paper Award (한국자원공학회(Korean Society of Mineral and Energy Resources Engineers))2019-11-07

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