연구실적

• 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
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• 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
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• Simulating and assessing carbon markets: Application to the Korean and the EU ETSs Renewable and Sustainable Energy Reviews, 2024, v.195, 114346
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• Stochastic lithofacies and petrophysical property modeling for fast history matching in heterogeneous clastic reservoir applications Scientific Reports, 2024, v.14 no.1, 22
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• 열유실층이 있는 오일샌드 저류층에서 eMSAGP공법의 비응축가스 주입시점 분석 한국자원공학회지, 2024, v.61 no.3, 182-190
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• Machine-learning-based prediction of oil recovery factor for experimental CO2-Foam chemical EOR: Implications for carbon utilization projects Energy, 2023, v.278, 127860
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• Multi-lateral horizontal well with dual-tubing system to improve CO2 storage security and reduce CCS cost Applied Energy, 2023, v.330, 120368
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• Numerical investigation of CO2-carbonated water-alternating-gas on enhanced oil recovery and geological carbon storage Journal of CO2 Utilization, 2023, v.74, 102544
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• Efficient deep-learning-based history matching for fluvial channel reservoirs JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2022, v.208, 109247
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• 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
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• 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
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• 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
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• Determination of oil well placement using convolutional neural network coupled with robust optimization under geological uncertainty Journal of Petroleum Science and Engineering, 2021 , 108118
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• 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
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• 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
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• 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
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• 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
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• 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
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• 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
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• 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
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• 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
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• 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
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• Efficient Ensemble-Based Stochastic Gradient Methods for Optimization Under Geological Uncertainty FRONTIERS IN EARTH SCIENCE, 2020, v.8, 108
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• Generation of Synthetic Density Log Data Using Deep Learning Algorithm at the Golden Field in Alberta, Canada GEOFLUIDS, 2020, v.2020, 5387183
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• 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
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• History Matching of a Channelized Reservoir Using a Serial Denoising Autoencoder Integrated with ES-MDA GEOFLUIDS, 2019 , UNSP 3280961
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• 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
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• 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
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• 신문기사의 비판적 담론분석을 통한 재난대응에 대한 고찰―2017년 11월‘포항지진’을 중심으로 한국재난정보학회 논문집, 2019, v.15 no.2, 223-238
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• 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
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• 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
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• 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
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• 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
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• 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] 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 in Two-Phase Pipe Flow International Journal of Multiphase Flow, 2024, v.170 no.104632 , 1-17
  SCIE
• [학술지논문] Stochastic lithofacies and petrophysical property modeling for fast history matching in heterogeneous clastic reservoir applications Scientific Reports, 2024, v.14 no.22 , 1-24
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• [학술지논문] 열유실층이 있는 오일샌드 저류층에서 eMSAGP공법의 비응축가스 주입시점 분석 한국자원공학회지, 2024, v.61 no.3 , 182-190
  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
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• [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
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• [학술지논문] Efficient deep-learning-based history matching for fluvial channel reservoirs JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2022, v.208 no.0 , 109247-109247
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• [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
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• [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
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• [학술지논문] 다중목적함수 최적화에 기초한 광대역 유도분극 변수 예측 적용성 분석 지구물리와 물리탐사, 2022, v.25 no.3 , 99-108
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• [학술지논문] 딥러닝 알고리듬을 활용한 고해상도 물리검층 자료의 생성 연구 한국자원공학회지, 2022, v.59 no.5 , 543-561
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• [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
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• [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
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• [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
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• [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
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• [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
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• [학술지논문] StoSAG를 이용한 탄산염암 저류층의 유정 운영 최적화 한국자원공학회지, 2021, v.58 no.2 , 119-129
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• [학술지논문] 가스하이드레이트 저류층 모델링을 위한 심층학습 기반 물리검층 해석의 최신 기술동향 분석 한국자원공학회지, 2021, v.58 no.2 , 161-178
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• [학술지논문] 물리검층자료를 활용한 딥러닝 기반 수포화도 예측 한국자원공학회지, 2021, v.58 no.3 , 215-226
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• [학술지논문] 북해 Volve 유전 현장자료의 공공데이터화와 저류층 모델에 대한 분석 한국자원공학회지, 2021, v.58 no.4 , 353-363
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• [학술지논문] 이산화탄소 포집, 활용 및 저장 소개 기계저널, 2021, v.61 no.6 , 37-41
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• [학술지논문] 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 no.103067 , 1-18
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• [학술지논문] 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, v.2020 no.0 , 6690848-6690848
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• [학술지논문] Compositional Modeling to Analyze the Effect of CH(4)on Coupled Carbon Storage and Enhanced Oil Recovery Process APPLIED SCIENCES-BASEL, 2020, v.10 no.12 , 4272-4272
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• [학술지논문] Determination of an infill well placement using a data-driven multi-modal convolutional neural network JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2020, v.195 no.0 , 106805-106805
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• [학술지논문] Development of ensemble smoother-neural network and its application to history matching of channelized reservoirs JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2020, v.191 no.0 , 107159-107159
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• [학술지논문] Efficient Ensemble-Based Stochastic Gradient Methods for Optimization Under Geological Uncertainty Frontiers in Earth Science, 2020, v.8 no.108 , 1-14
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• [학술지논문] Generation of Synthetic Density Log Data Using Deep Learning Algorithm at the Golden Field in Alberta, Canada GEOFLUIDS, 2020, v.2020 no.1 , 5387183-5387183
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• [학술지논문] 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
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• [학술지논문] 다중비선형회귀분석을 이용한 탄산염암 저류층의 CO2-EOR 효율 평가에 관한 연구 한국자원공학회지, 2020, v.57 no.2 , 185-194
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• [학술지논문] 석유가스 개발사업의 인공지능기술 활용 현황 및 전망 한국자원공학회지, 2020, v.57 no.3 , 295-308
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• [학술지논문] History Matching of a Channelized Reservoir Using a Serial Denoising Autoencoder Integrated with ES-MDA GEOFLUIDS, 2019, v.0 no.0 , 3280961-3280961
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• [학술지논문] 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
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• [학술지논문] 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
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• [학술지논문] 신문기사의 비판적 담론분석을 통한 재난대응에 대한 고찰―2017년 11월‘포항지진’을 중심으로 한국재난정보학회 논문집, 2019, v.15 no.2 , 223-238
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• [학술발표] CO2 지중저장 안전성 개선 및 비용 절감을 위한 다가지 수평정 내 듀얼튜빙 시스템 연구 추계자원연합학술대회, 대한민국, 정선, 2022-11-04 추계자원연합학술대회, 2022
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• [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] 기후 변화 금융 리스크 모델링에 관한 연구 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
• [학술발표] CO2 지중저장 효율 개선을 위한 다가지 수평정 내 듀얼튜빙 시스템 연구 한국자원공학회 2020 추계학술대회, 대한민국, 원주, 2020-11-04 한국자원공학회 2020 추계학술대회, 2020
• [학술발표] Determination of Oil-Well Placement at a Petroleum Reservoir using Sequential Convolutional Neural Network Coupled with Robust Optimization under Geological Uncertainty 2020 AGU Fall Meeting, 미국, San Francisco, 2020-12-01 2020 AGU Fall Meeting, 2020
• [학술발표] Effects of CO2-CH4 Co-injection on the Performance of a Coupled Carbon Storage and Enhanced Oil Recovery Process 2020 AGU Fall Meeting, 대한민국, San Francisco, 2020-12-01 2020 AGU Fall Meeting, 2020
• [학술발표] Numerical Investigation for Hydraulic Fracturing with Mixed-Mode and its Interaction with Natural Fractures in a Shale Gas Reservoir CouFrac 2020, 대한민국, 서울, 2020-11-12 CouFrac 2020, 2020
• [학술발표] SAGD 생산자료 분석을 통한 머신러닝 기반의 셰일 장애층의 크기 및 공간적 위치 예측 연구 한국자원공학회 2020 추계학술대회, 대한민국, 원주, 2020-11-04 한국자원공학회 2020 추계학술대회, 2020
• [학술발표] Selection of Oil-Well Placement using Convolutional Neural Network Coupled with Robust Optimization CouFrac 2020, 대한민국, 서울, 2020-11-12 CouFrac 2020, 2020
• [학술발표] 메탄가스의 영향을 고려한 탄소 지중저장 연계 오일회수증진공법 모델링 한국자원공학회 2020 추계학술대회, 대한민국, 원주, 2020-11-04 한국자원공학회 2020 추계학술대회, 2020
• [학술발표] 셰일가스전의 생산성 평가를 위한 페이즈 필드 기반의고정밀 수리-역학적 통합 모델링 연구 한국자원공학회 2020 추계학술대회, 대한민국, 원주, 2020-11-04 한국자원공학회 2020 추계학술대회, 2020
• [학술발표] 신경망 기법을 적용한 물리검층분야 연구동향분석 한국자원공학회 2020 추계학술대회, 대한민국, 원주, 2020-11-04 한국자원공학회 2020 추계학술대회, 2020
• [학술발표] 합성곱신경망과 강건최적화를 이용한 생산정 위치 선정 한국자원공학회 2020 추계학술대회, 대한민국, 원주, 2020-11-04 한국자원공학회 2020 추계학술대회, 2020
• [학술발표] Application of a serial denoising autoencoder for geological plausibility of a channelized reservoir in history matching Petroleum Geostatistics, 이탈리아, Florence, 2019-09-05 Petroleum Geostatistics 2019, 2019
• [학술발표] Determination of Infill Well Placement at a Petroleum Reservoir Using a Data-driven Multi-modal Convolutional Neural Network with Sequential Training 2019 AGU Fall Meeting, 미국, 샌프란시스코, 2019-12-11 2019 AGU Fall Meeting, 2019
• [학술발표] History Matching of a Channelized Gas Reservoir using a Serial Denoising Autoencoder Coupled with ES-MDA 20th Annual Conference of the International Association for Mathematical Geosciences, 미국, State College, 2019-08-13 IAMG 2019, 2019
• [학술발표] Optimal Structure of a Data-driven Multi-modal Convolutional Neural Network for Determination of Infill Well Placement at a Petroleum Reservoir 2019 AGU Fall Meeting, 미국, 샌프란시스코, 2019-12-11 2019 AGU Fall Meeting, 2019
• [학술발표] Optimization of Infill Well Placement Using a Data-driven Multi-modal Convolutional Neural Network with Sequential Training 20th Annual Conference of the International Association for Mathematical Geosciences, 미국, State College, 2019-08-12 IAMG 2019, 2019
• [학술발표] 다공질 탄성 역학을 위한 fractional step method와 이의 수치 정확도 연구 한국자원공학회 2019 춘계학술대회, 대한민국, 대전, 2019-05-09 한국자원공학회 2019 춘계학술대회 모음집, 2019
• [학술발표] 다공질 탄성 역학을 위한 fractional step method와 이의 수치 정확도 연구 한국가스학회 2019 춘계학술대회, 대한민국, 대구, 2019-05-08 한국가스학회 2019 춘계학술대회 모음집, 2019
• [학술발표] 몽골 “A” 필드의 저류층 특성에 기반한 EOR 스크리닝 분석 2019 추계자원연합학술대회, 대한민국, 제주도, 2019-11-07 2019 추계자원연합학술대회, 2019
• [학술발표] 신경망 결합 앙상블스무더를 이용한 채널 가스전의 히스토리 매칭 2019 추계자원연합학술대회, 대한민국, 제주도, 2019-11-07 2019 추계자원연합학술대회, 2019
• [학술발표] 추가 시추위치 선정 과정에서 순차 학습을 이용한 다중모달 합성곱 신경망의 예측성능 향상 한국자원공학회 2019 춘계학술대회, 대한민국, 대전, 2019-05-09 한국자원공학회 2019 춘계학술대회 모음집, 2019
• [학술발표] 추가 시추위치 선정 과정에서 순차 학습을 이용한 다중모달 합성곱 신경망의 예측성능 향상 한국가스학회 2019 춘계학술대회, 대한민국, 대구, 2019-05-08 한국가스학회 2019 춘계학술대회 모음집, 2019
• [학술발표] 탄산염암 유전내 CO2 EOR 효율성 검토를 위한 예비 평가 2019 추계자원연합학술대회, 대한민국, 제주도, 2019-11-07 2019 추계자원연합학술대회, 2019
• [학술발표] 하이브리드 다목적최적화 기법을 이용하여 이산화탄소 지중저장시 최적의 주입조건 제시 2019 추계자원연합학술대회, 대한민국, 제주도, 2019-11-07 2019 추계자원연합학술대회, 2019
• [지적재산권] 다중 모달 합성곱 신경망을 이용한 추가정 위치 결정 방법 및 장치 국내 : 특허, 등록, 10-2667206, 2024
• [지적재산권] 물리 검층 데이터에 기초한 저류층 인자 추정 방법 및 장치 국내 : 특허, 등록, 2024
• [지적재산권] 합성곱 신경망과 강건 최적화를 이용한 유정 위치 결정 방법 및 장치 국내 : 특허, 등록, 10-2705537, 2024
• [지적재산권] 한국형 녹색분류체계 기반의 기업 평가 기법 국내 : 특허, 출원

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