| 2023 | A chemically inspired convolutional neural network using electronic structure representation | 나종걸 | Article |
| 2025 | A Shortcut Modeling Platform for Optimizing Catalyst Distribution of the CO2-to-Methanol Process | 나종걸 | Article |
| 2022 | A stochastic agent-based cooperative scheduling model of a multi-vector microgrid including electricity, hydrogen, and gas sectors | 나종걸 | Article |
| 2026 | A Systems Approach to the Design and Techno-Economic and Environmental Assessment of Sustainable Processes | 김주연 | Doctoral Thesis |
| 2026 | A Technological Study of Direct Air Capture Utilization | 박나연 | Master's Thesis |
| 2025 | Accelerated Discovery of Solvation Structure Engineering for Stable Aqueous Rechargeable Zinc Batteries via Physics-Guided Bayesian Active Learning | 나종걸; 남관우; 황혜림 | Article |
| 2022 | Adversarial Autoencoder Based Feature Learning for Fault Detection in Industrial Processes | 나종걸 | Article |
| 2019 | An experimental based optimization of a novel water lean amine solvent for post combustion CO2 capture process | 나종걸 | Article |
| 2026 | Assessing Grid Penalized Reinforcement Learning for Renewable Energy Management of Power-to-X Integrated With Intermediate Storage | 나종걸 | Article |
| 2019 | Bayesian Inference of Aqueous Mineral Carbonation Kinetics for Carbon Capture and Utilization | 나종걸 | Article |
| 2021 | Bayesian optimization of industrial-scale toluene diisocyanate liquid-phase jet reactor with 3-D computational fluid dynamics model | 나종걸 | Article |
| 2021 | Bayesian Optimization of Semicontinuous Carbonation Process Operation Recipe | 나종걸 | Article |
| 2020 | Catalyst-electrolyte interface chemistry for electrochemical CO(2)reduction | 나종걸 | Review |
| 2022 | CFD modeling for the prediction of molecular weight distribution in the LDPE autoclave reactor: Effects of non-ideal mixing | 나종걸 | Article |
| 2024 | Chemical Process Design in Net Zero Era | 하지우 | Master's Thesis |
| 2021 | Clustered Manifold Approximation and Projection for Semisupervised Fault Diagnosis and Process Monitoring | 나종걸 | Article |
| 2023 | Comparison of Derivative-Free Optimization: Energy Optimization of Steam Methane Reforming Process | 한아름; 나종걸 | Article |
| 2024 | Computational Fluid Dynamics Simulation for Controllable Residence Time Distribution in a Slug Flow Crystallizer | 나종걸 | Article |
| 2020 | Data-driven pilot optimization for electrochemical CO mass production | 나종걸 | Article |
| 2022 | Data-driven robust optimization for minimum nitrogen oxide emission under process uncertainty | 나종걸 | Article |
| 2022 | Deep Neural Network-based Optimization Framework for Safety Evacuation Route during Toxic Gas Leak Incidents | 나종걸 | Article |
| 2024 | Derivative-Free and Physics-Guided Optimization Techniques for Energy Efficiency and Catalyst Design in Chemical Engineering | 한아름 | Master's Thesis |
| 2021 | Design methodology for mass transfer-enhanced large-scale electrochemical reactor for CO2 reduction | 나종걸 | Article |
| 2023 | Design variable optimization and reactor modeling using computational fluid dynamics | 이예송 | Master's Thesis |
| 2019 | Development of surrogate model using CFD and deep neural networks to optimize gas detector layout | 나종걸 | Article |
| 2025 | Discovering the Origin of Catalyst Performance and Degradation of Electrochemical CO<sub>2</sub> Reduction through Interpretable Machine Learning | 나종걸 | Article |
| 2024 | Economic and environmental insights into the hybrid ethylene oxide production processes | 나종걸 | Article |
| 2021 | Efficient Bayesian inference using adversarial machine learning and low-complexity surrogate models | 나종걸 | Article |
| 2021 | Efficient Discovery of Active, Selective, and Stable Catalysts for Electrochemical H2O2 Synthesis through Active Motif Screening | 나종걸 | Article |
| 2021 | Electrocatalytic Reduction of Low Concentrations of CO2 Gas in a Membrane Electrode Assembly Electrolyzer | 나종걸 | Article |