| 2020 | A Hybrid Optimization Methodology Identifying Optimal Operating Conditions for Carbon Dioxide Injection in Geologic Carbon Sequestration | 민배현 | Article |
| 2018 | A learning-based data-driven forecast approach for predicting future reservoir performance | 민배현 | Article |
| 2018 | An integrated flow-geomechanical analysis of flue gas injection in cranfield | 민배현 | Conference Paper |
| 2020 | Analysis of Hydraulic Fracture Propagation Using a Mixed Mode and a Uniaxial Strain Model considering Geomechanical Properties in a Naturally Fractured Shale Reservoir | 민배현; 장영호 | Article |
| 2026 | Assessing the impact of land use and land cover on predicting in-stream total phosphorus using GIS and machine learning models | 최정현; 민배현 | Article |
| 2020 | Compositional Modeling to Analyze the Effect of CH(4)on Coupled Carbon Storage and Enhanced Oil Recovery Process | 민배현 | Article |
| 2021 | Compositional modeling with formation damage to investigate the effects of CO2–CH4 water alternating gas (WAG) on performance of coupled enhanced oil recovery and geological carbon storage | 민배현; 조진형 | Article |
| 2024 | Data-driven machine learning models for the prediction of hydrogen solubility in aqueous systems of varying salinity: Implications for underground hydrogen storage | 민배현 | Article |
| 2025 | Design of an Integrated CO2 Transport-Injection-Storage System using Multi-Objective Optimization and Machine Learning | 최수인 | Master's Thesis |
| 2020 | Determination of an infill well placement using a data-driven multi-modal convolutional neural network | 민배현 | Article |
| 2021 | Determination of oil well placement using convolutional neural network coupled with robust optimization under geological uncertainty | 민배현; 장영호 | Article |
| 2025 | Determination of Sequential Well Placements Using a Multi-Modal Convolutional Neural Network Integrated with Evolutionary Optimization | 민배현 | Article |
| 2016 | Development of a robust multi-objective history matching for reliable well-based production forecasts | 민배현 | Article |
| 2024 | Development of Decision-making Support System based on Neural Networks Incorporated with Evolutionary Optimization for Geoenergy Production | 권서윤 | Doctoral Thesis |
| 2020 | Development of ensemble smoother-neural network and its application to history matching of channelized reservoirs | 민배현 | Article |
| 2015 | Development of Pareto-based evolutionary model integrated with dynamic goal programming and successive linear objective reduction | 민배현 | Article |
| 2022 | Efficient deep-learning-based history matching for fluvial channel reservoirs | 민배현 | Article |
| 2020 | Efficient Ensemble-Based Stochastic Gradient Methods for Optimization Under Geological Uncertainty | 민배현 | Article |
| 2022 | Generation of Synthetic Compressional Wave Velocity Based on Deep Learning: A Case Study of Ulleung Basin Gas Hydrate in the Republic of Korea | 민배현 | Article |
| 2020 | Generation of Synthetic Density Log Data Using Deep Learning Algorithm at the Golden Field in Alberta, Canada | 민배현 | Article |
| 2019 | History Matching of a Channelized Reservoir Using a Serial Denoising Autoencoder Integrated with ES-MDA | 민배현 | Article |
| 2025 | History matching of a three dimensional channelized reservoir using a beta-convolutional variational autoencoder and ensemble smoother with multiple data assimilation | 민배현 | Article |
| 2026 | Integrated design and optimization for a unified carbon capture and storage system using a machine-learning-assisted multi-objective optimization framework | 민배현 | Article |
| 2018 | Integration of an Iterative Update of Sparse Geologic Dictionaries with ES-MDA for History Matching of Channelized Reservoirs | 민배현; 김성일 | Article |
| 2019 | Iterative static modeling of channelized reservoirs using history-matched facies probability data and rejection of training image | 민배현 | Article |
| 2025 | Learning-based pattern-data-driven forecast approach for predicting future well responses | 민배현 | Article |
| 2023 | Machine-learning-based prediction of oil recovery factor for experimental CO2-Foam chemical EOR: Implications for carbon utilization projects | 민배현 | Article |
| 2022 | Machine-learning-based water quality management of river with serial impoundments in the Republic of Korea | 최정현; 이혜원; 민배현; 김민 | Article |
| 2026 | Microplastics and intI1 antibiotic resistance-associated marker in rural water systems: an exploratory GIS-based environmental assessment | 민배현; Sneha Gautam | Article |
| 2017 | Model selection for CO2 sequestration using surface deformation and injection data | 민배현 | Article |
