연구실적

• Determination of Sequential Well Placements Using a Multi-Modal Convolutional Neural Network Integrated with Evolutionary Optimization MATHEMATICS, 2025, v.13 no.1, 36
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• 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
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• 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
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• 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
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• 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
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• 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
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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
  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
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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
  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
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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
  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
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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
  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
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• 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
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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
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• 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
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• 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] 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
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• [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
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• [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
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• [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
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• [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
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• [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
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• [학술지논문] 고갈가스전의 CO2 지중저장을 위한 CO2 수송-주입-저장 통합 시스템의 모델링 및 시뮬레이션 연구 한국자원공학회지, 2025, v.62 no.2 , 111-127
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• [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
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• [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] CO2 지중저장 안전성 개선 및 비용 절감을 위한 다가지 수평정 내 듀얼튜빙 시스템 연구 추계자원연합학술대회, 대한민국, 정선, 2022-11-04 추계자원연합학술대회, 2022
• [학술발표] CO2-탄산 WAG 공법의 오일회수증진 및 CO2 지중저장 성능 평가 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] 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
• [지적재산권] 다중 모달 합성곱 신경망을 이용한 추가정 위치 결정 방법 및 장치 국내 : 특허, 등록, 10-2667206, 2024
• [지적재산권] 물리검층 자료의 딥러닝 기반 해석을 통한 저류층 인자의 고해상도 평가 국내 : 특허, 등록, 10-2696829, 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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