이종민 Jong Min Lee

전임교원공정시스템공과대학 화학생물공학부

222논문(2014~)

168SCI급

166서울대 소속(SCI급)

145제1·교신

2,668피인용

22논문 지원 과제

목차 한눈에 요약 연구주제·궤적 AI 프로필·과제 동향 정책 연계 논문 지원 과제 학부 협업 융합 후보 대표 논문

한눈에 보기

관심 분야

모델 예측 제어와 배치 공정 제어 강화학습 기반 공정 최적 제어 데이터 기반 공정 모니터링·고장 진단 탄소 저감·수소 에너지 공정 설계와 최적화 차량 배기 후처리와 하이브리드 차량 에너지 관리 상수도망 진단과 유지관리 계획

모델 예측 제어(MPC) 14 선택적 촉매 환원(SCR) 9 공정 고장 진단 7 기술경제성 분석(TEA) 7 이산화탄소 액화 6 디젤 배기 후처리 6 반복 학습 제어(ILC) 5 이산화탄소 포집 5 하이브리드 모델링 5 동적 공정 모델링 4 소프트 센서(가상 센서) 4 매개변수 추정 4 모델 기반 강화학습 4 극저온 증류 4 수소동위원소 분리 4

주요 방법론

전산유체역학(CFD) 8 베이지안 최적화 7 미분 동적 계획법(DDP) 5 기계학습 4 심층 신경망(DNN) 4 장단기 메모리 신경망(LSTM) 4 Aspen Plus 공정 모사 3 심층 Q-네트워크(DQN) 3 dynamic programming 2 markov decision process 2

공정 시뮬레이션(Aspen Plus·HYSYS·Dynamics)과 전산유체역학(CFD) 모델링, 동적 최적화, 베이지안 최적화가 설계·운전 최적화에 쓰였다. 제어·모니터링 연구에는 심층 신경망·LSTM·오토인코더 등 기계학습, 심층 Q 네트워크 등 강화학습, 미분 동적 계획법, 칼만 필터, 서포트 벡터 머신이 초록에 명시되어 있다.

NTIS 표준분류

화공 > 화학공정 43% · 에너지/자원 > 온실가스 처리 7% · 전기/전자 > 전지 6% · 기계 > 자동차/철도차량 6% · 환경 > 대기질 관리 5% · 화학·화공 합 51% · 배정 168편

화학·화공에 배정된 논문 수: 화학공정 72 생물화학 공정기술 7 고분자 공정기술 4 화학공정 안전기술 2 무기화생방/화력탄약 1
지원 과제 기준 논문 수: 화학공정 32

논문 전체 SCI급 168편 · 최신순

168편

연도	논문	연구 키워드	방법	피인용
2026	TalkToAgent: A multi-agent LLM Framework for natural language explanation of reinforcement learning policies Computers & Chemical Engineering	explainable reinforcement learning large language model agent 공정 제어		2
2026	Q-learning-based stochastic model predictive control for green ammonia production Journal of Process Control	green ammonia production renewable energy intermittency stochastic model predictive control	q learning	1
2026	An analysis of the impact of dataset distribution on offline reinforcement learning in process control Computers & Chemical Engineering	dataset distribution 오프라인 강화학습 공정 제어		1
2026	Automated generative process synthesis via transformer‐based dual‐loop simulation and optimization AIChE Journal	generative model process synthesis superstructure optimization	Aspen Plus 공정 모사 particle swarm optimization transformer	0
2026	Comparative techno-economic analysis and optimization of CO2 liquefaction processes using Bayesian optimization Computers & Chemical Engineering	이산화탄소 액화 exergy analysis 기술경제성 분석(TEA)	Aspen Plus 공정 모사 베이지안 최적화	0
2026	Probability density function-based stochastic nonlinear model predictive control using Fokker–Planck equation Automatica	probability density function control stochastic nonlinear model predictive control	fokker planck equation	0
2026	Decarbonization of brownfield coal-based ironmaking via hydrogen enrichment and carbon capture: A techno-economic case study of the 2.0 Mtpy FINEX process Journal of Cleaner Production	이산화탄소 포집 finex ironmaking hydrogen enrichment 기술경제성 분석(TEA)		0
2025	Self-Explanatory Fault Diagnosis Framework for Industrial Processes Using Graph Attention IEEE Transactions on Industrial Informatics	explainable ai 공정 고장 진단 근본 원인 분석	graph attention network	26
2025	Reinforcement Learning for Process Control: Review and Benchmark Problems International Journal of Control Automation and Systems	benchmark problem 공정 제어 reinforcement learning		22
2025	Techno-economic assessment and feature importance analysis of gas hydrate-based carbon capture processes Energy	gas hydrate based carbon capture pre combustion co2 capture 기술경제성 분석(TEA)	shap analysis	11
2025	Real-world implementation of offline reinforcement learning for process control in industrial dividing wall column Computers & Chemical Engineering	dividing wall column 산업 공정 제어 오프라인 강화학습	심층 Q-네트워크(DQN)	6
2025	Computationally Efficient Model Predictive Control for Hybrid Electric Vehicle Using Driving Pattern Recognition Network International Journal of Control Automation and Systems	driving pattern recognition 하이브리드 전기차 에너지 관리 모델 예측 제어(MPC)	인공신경망	5
2025	Unsupervised Incremental Learning Framework for Online Fault Diagnosis Industrial & Engineering Chemistry Research	incremental learning out of distribution detection 공정 고장 진단	knowledge distillation	4
2025	Generative transformer-based deep hierarchical VAE model for the automated generation of chemical process topologies Computers & Chemical Engineering	generative model process flow diagram generation process synthesis	hierarchical variational autoencoder transformer	3
2025	Dimensionality Reduction for Clustering of Nonlinear Industrial Data: A Tutorial Korean Journal of Chemical Engineering	dimensionality reduction industrial data clustering process fault detection	umap	2
2025	Modeling and Optimization of PET Hydrogenolysis in a Slurry Bubble Column Reactor Industrial & Engineering Chemistry Research	pet hydrogenolysis 반응기 설계 최적화 slurry bubble column reactor	gpu based optimization	1
2025	ChemDT: A stochastic decision transformer for chemical process control Computers & Chemical Engineering	chemical process control decision transformer 오프라인 강화학습		1
2025	Multimodal learning with missing modality for chemical process system Computers & Chemical Engineering	missing modality multimodal learning 공정 고장 진단 tubular reactor		1
2025	Decoding industrial-scale battery manufacturing process through integration of causal graphs into explainable artificial intelligence Engineering Applications of Artificial Intelligence	배터리 제조 causal graph explainable ai		1
2025	Adaptive learning strategies for addressing chamber variations in real-time endpoint detection of semiconductor plasma etching Journal of Intelligent Manufacturing	chamber variation domain adaptation 식각 종말점 검출 플라즈마 식각	adversarial learning	1
2025	Surrogate modeling of slot-die coating manifold for lithium-ion battery manufacturing using mode extraction methods Chemical Engineering Science	배터리 제조 die manifold 리튬이온전지 제조 슬롯 다이 코팅	proper orthogonal decomposition surrogate modeling	0
2025	A diffusion-attention-based algorithm for optimal spatio-temporal sensor placement in distributed parameter systems Computers & Chemical Engineering	distributed parameter system sensor placement state reconstruction	attention mechanism 확산 생성모델	0
2025	LSTM-Based Hybrid Modeling Approach for Control Application of Evaporator Involving Phase Transition IFAC-PapersOnLine	evaporator modeling 하이브리드 모델링 vapor compression cycle	장단기 메모리 신경망(LSTM) moving boundary method	0
2025	Image-based Battery Health Monitoring for Capacity Degradation Analysis IFAC-PapersOnLine	battery health monitoring knee point classification state of health estimation	합성곱 신경망(CNN) grad cam	0
2025	Steady-state modeling and simulation of the integrated isotope separation and water detritiation systems: Parametric studies and performance analysis Fusion Engineering and Design	극저온 증류 수소동위원소 분리 tritium inventory water detritiation		0
2024	Machine learning for industrial sensing and control: A survey and practical perspective Control Engineering Practice	data driven optimization 하이브리드 모델링 산업 공정 제어 소프트 센서(가상 센서)	기계학습 강화학습	91
2024	Optimization of operational strategies for industrial applications of solar-based green hydrogen Applied Energy	battery sizing 그린수소 생산 levelized cost of hydrogen 태양광 수소 생산		19
2024	Optimization of Fischer–Tropsch microchannel reactor using computational fluid dynamics and enveloped Bayesian optimization Computers & Chemical Engineering	fischer tropsch synthesis microchannel reactor 반응기 설계 최적화	베이지안 최적화 전산유체역학(CFD)	9
2024	Experimental investigation of lab-scale fluidized bed for fine iron ore drying application under constant bed temperature condition Advanced Powder Technology	drying rate fluidized bed dryer iron ore drying		8
2024	TabNet-based Self-supervised Fault Diagnosis in Multivariate Time-series Process Data without Labels IFAC-PapersOnLine	공정 고장 진단 self supervised learning tennessee eastman process	장단기 메모리 신경망(LSTM) tabnet	7
2024	Liquid phase catalytic exchange column of water detritiation system: Steady-state modeling, simulation, and optimization Fusion Engineering and Design	isotope exchange column liquid phase catalytic exchange water detritiation		6
2024	Data-driven analysis of temporal evolution of battery slurry in pipe systems Journal of Power Sources	전지 전극 슬러리 change detection slurry pipe flow slurry pipe transport	short time fourier transform	5
2024	Plasma Etching Endpoint Detection in the Presence of Chamber Variations Through Nonlinear Manifold Learning and Density-Based Clustering IEEE Transactions on Semiconductor Manufacturing	chamber variation 식각 종말점 검출 플라즈마 식각	density based clustering manifold learning	5
2024	Modeling, parameter estimation and optimization of fluidized bed-based alternative ironmaking process for CO2 emission reduction Journal of Industrial and Engineering Chemistry	co2 emission reduction fluidized bed ironmaking 매개변수 추정 process modeling		5
2024	Two-stage dynamic real-time optimization framework using parameter-dependent differential dynamic programming Computers & Chemical Engineering	dynamic real time optimization hierarchical control 모델 예측 제어(MPC)	미분 동적 계획법(DDP)	3
2024	Optimal Design of BOG Reliquefaction Systems for LNG Carriers: A Focus on GMS Performance During Loaded Voyages Korean Journal of Chemical Engineering	boil off gas reliquefaction gas management system lng carrier		3
2024	Accelerated Structural Optimization for the Supported Metal System Based on Hybrid Approach Combining Bayesian Optimization with Local Search Journal of Chemical Theory and Computation	atomic structure optimization potential energy surface supported metal cluster	베이지안 최적화	3
2024	Bayesian-optimization-based design of highly active and stable Fe–Cu/SSZ-13 catalysts for the selective catalytic reduction of NO x with NH 3 Reaction Chemistry & Engineering	촉매 설계 fe cu ssz 13 catalyst 선택적 촉매 환원(SCR)	베이지안 최적화	2
2024	Analysis of Aging in Lithium-ion Batteries: Fundamental Modeling and Parameter Investigation IFAC-PapersOnLine	전지 열화 battery modeling 리튬이온전지		1
2023	Techno-economic analysis and process optimization of a PET chemical recycling process based on Bayesian optimization Computers & Chemical Engineering	catalytic depolymerization pet chemical recycling 기술경제성 분석(TEA)	베이지안 최적화	24
2023	Multi-objective optimization of hydrogen production process and steam reforming reactor design International Journal of Hydrogen Energy	수소 생산 다목적 최적화 reactor design 메탄 수증기 개질(SMR)		16
2023	Feature construction for on-board early prediction of electric vehicle battery cycle life Korean Journal of Chemical Engineering	배터리 수명 예측 electric vehicle battery feature construction		15
2023	Improvement of Plasma Etching Endpoint Detection With Data-Driven Wavelength Selection and Gaussian Mixture Model IEEE Transactions on Semiconductor Manufacturing	식각 종말점 검출 optical emission spectroscopy 플라즈마 식각 wavelength selection	gaussian mixture model	10
2023	Model-based fault detecting strategy of urea-selective catalytic reduction (SCR) for diesel vehicles Korean Journal of Chemical Engineering	디젤 배기 후처리 model based fault detection 선택적 촉매 환원(SCR)		8
2023	Development of a physics-based surrogate model using two-dimensional first principle equations and optimization of open rack vaporizer Applied Thermal Engineering	liquefied natural gas open rack vaporizer physics based surrogate model	global sensitivity analysis multi objective optimization	3
2023	Soft sensor development based on just-in-time learning and dynamic time warping for multi-grade processes Korean Journal of Chemical Engineering	multi grade process online quality prediction 소프트 센서(가상 센서)	dynamic time warping just in time learning	2
2023	Integrating Path Integral Control With Backstepping Control to Regulate Stochastic System International Journal of Control Automation and Systems	백스테핑 제어 path integral control stochastic system		1
2023	Stochastic Hybrid Model Predictive Control: Application to Parallel Hybrid Electric Vehicles IFAC-PapersOnLine	하이브리드 전기차 에너지 관리 power split ratio stochastic hybrid model predictive control		1
2022	Physics-informed deep learning for data-driven solutions of computational fluid dynamics Korean Journal of Chemical Engineering	연속 교반 탱크 반응기(CSTR) physics informed neural network 대리 모델	전산유체역학(CFD) 딥러닝	59
2022	Integration of reinforcement learning and model predictive control to optimize semi‐batch bioreactor AIChE Journal	모델 예측 제어(MPC) penicillin production reinforcement learning semi batch bioreactor	double deep q network	54
2022	Centralized and distributed hydrogen production using steam reforming: challenges and perspectives Sustainable Energy & Fuels	distributed hydrogen production 수소 생산 메탄 수증기 개질(SMR)		33
2022	Learning of model-plant mismatch map via neural network modeling and its application to offset-free model predictive control Journal of Process Control	disturbance estimation 모델-플랜트 불일치 offset free model predictive control	인공신경망	28
2022	Data-Driven Inference of Synthesis Guidelines for High-Performance Zeolite-Based Selective Catalytic Reduction Catalysts at Low Temperatures Chemistry of Materials	catalyst synthesis guideline low temperature nox removal 암모니아 선택적 촉매 환원(NH3-SCR) 선택적 촉매 환원(SCR)	interpretable machine learning 기계학습	21
2022	Development of 3D CFD model of compact steam methane reforming process for standalone applications Korean Journal of Chemical Engineering	compact reformer 수소 생산 메탄 수증기 개질(SMR)	전산유체역학(CFD)	16
2022	Soft Sensor for Melt Index Prediction Based on Long Short-Term Memory Network IFAC-PapersOnLine	melt index prediction polymerization process 소프트 센서(가상 센서)	장단기 메모리 신경망(LSTM)	12
2022	Hybrid modeling approach for polymer melt index prediction Journal of Applied Polymer Science	하이브리드 모델링 melt index prediction styrene acrylonitrile polymerization	기계학습	10
2022	Multi-strategy control to extend the feasibility region for robust model predictive control Journal of Process Control	feasibility region recursive feasibility robust model predictive control		10
2022	Techno-economic analysis of micro-grid system design through climate region clustering Energy Conversion and Management	climate region clustering microgrid design renewable energy uncertainty 기술경제성 분석(TEA)		9
2022	Hybrid Model Predictive Control for Hybrid Electric Vehicle Energy Management Using an Efficient Mixed-Integer Formulation IFAC-PapersOnLine	하이브리드 전기차 에너지 관리 hybrid model predictive control piecewise affine model	mixed integer linear programming	7
2022	Hybrid modeling approach for terpolymerization reactions in CSTR IFAC-PapersOnLine	연속 교반 탱크 반응기(CSTR) 하이브리드 모델링 terpolymerization	심층 신경망(DNN)	5
2022	Dynamic Optimization Study for Cryogenic Distillation in Hydrogen Isotope Separation System IFAC-PapersOnLine	극저온 증류 동적 최적화 수소동위원소 분리 tritium inventory		5
2022	Data-driven model predictive control design for offset-free tracking of nonlinear systems International Journal of Control	data driven model predictive control nonlinear system offset free tracking	미분 동적 계획법(DDP)	5
2022	Automated Model Calibration for Urea-SCR Systems Using Test-Rig Data Industrial & Engineering Chemistry Research	디젤 배기 후처리 kinetic parameter estimation 선택적 촉매 환원(SCR) urea injection		5
2022	Sparse Bayesian long short-term memory networks for computationally efficient stochastic modeling of plasma etch processes Computers & Chemical Engineering	플라즈마 식각 semiconductor manufacturing stochastic process modeling	bayesian neural network 장단기 메모리 신경망(LSTM)	4
2022	Molecular weight distribution modeling of LDPE in a continuous stirred-tank reactor using coupled deterministic and stochastic approach Korean Journal of Chemical Engineering	연속 교반 탱크 반응기(CSTR) 저밀도 폴리에틸렌(LDPE) 분자량 분포	method of moment 몬테카를로 시뮬레이션	4
2022	Primal–dual differential dynamic programming: A model-based reinforcement learning for constrained dynamic optimization Computers & Chemical Engineering	constrained dynamic optimization 모델 기반 강화학습	미분 동적 계획법(DDP)	4
2022	Safety distance analysis to prevent pipeline chain accidents Korean Journal of Chemical Engineering	pipeline chain accident reliability based design safety distance		2
2022	Improved offset-free model predictive control utilizing learned model-plant mismatch map IFAC-PapersOnLine	disturbance estimation 모델-플랜트 불일치 offset free model predictive control	generalized regression neural network	2
2022	Dynamic Modeling of Modified Styrene-Acrylonitrile Process IFAC-PapersOnLine	동적 공정 모델링 분자량 분포 styrene acrylonitrile polymerization	aspen dynamics simulation method of moment	0
2021	Model-based reinforcement learning and predictive control for two-stage optimal control of fed-batch bioreactor Computers & Chemical Engineering	economic model predictive control 유가식 생물반응기 모델 기반 강화학습	미분 동적 계획법(DDP)	54
2021	Dynamic optimization of cryogenic distillation operation for hydrogen isotope separation in fusion power plant International Journal of Hydrogen Energy	극저온 증류 동적 최적화 fusion power plant 수소동위원소 분리		45
2021	Automatic control of simulated moving bed process with deep Q-network Journal of Chromatography A	automatic process control deep reinforcement learning simulated moving bed	심층 Q-네트워크(DQN)	33
2021	Data-driven fault detection for chemical processes using autoencoder with data augmentation Korean Journal of Chemical Engineering	data augmentation process fault detection 공정 모니터링	오토인코더	17
2021	Design of switching multilinear model predictive control using gap metric Computers & Chemical Engineering	gap metric multilinear model predictive control switching control		14
2021	Multirate moving horizon estimation combined with parameter subset selection Computers & Chemical Engineering	moving horizon estimation multirate system 매개변수 부분집합 선택		13
2021	Simultaneous analysis of hydrogen productivity and thermal efficiency of hydrogen production process using steam reforming via integrated process design and 3D CFD modeling Process Safety and Environmental Protection	수소 생산 integrated process design 메탄 수증기 개질(SMR) thermal efficiency	전산유체역학(CFD)	13
2021	Design study of a cryogenic distillation column for hydrogen isotope separation system Fusion Engineering and Design	column design 극저온 증류 수소동위원소 분리		12
2021	Droplet-Based Evaporative System for the Estimation of Protein Crystallization Kinetics Crystal Growth & Design	결정화 속도론 droplet evaporation system lysozyme 단백질 결정화	parameter estimation	12
2021	Data-driven offset-free multilinear model predictive control using constrained differential dynamic programming Journal of Process Control	data driven control multilinear model predictive control offset free control	미분 동적 계획법(DDP)	11
2021	Design and economic analysis of biodiesel production process of simultaneous supercritical transesterification and partial hydrogenation using soybean oil with Pd/Al2O3 catalyst Process Safety and Environmental Protection	바이오디젤 생산 partial hydrogenation supercritical transesterification 기술경제성 분석(TEA)		11
2021	Clustered Manifold Approximation and Projection for Semisupervised Fault Diagnosis and Process Monitoring Industrial & Engineering Chemistry Research	공정 고장 진단 공정 모니터링 semi supervised learning	manifold learning	8
2021	Decision tree analysis on the performance of zeolite-based SCR catalysts IFAC-PapersOnLine	catalyst performance analysis 선택적 촉매 환원(SCR) 제올라이트 촉매	decision tree analysis	8
2021	Real-time synchronization with expected distribution of synchronized index for on-line monitoring of uneven multiphase batch process Computers & Chemical Engineering	batch process monitoring multiphase batch process real time synchronization		7
2021	A two-way coupled CFD-DQMOM approach for long-term dynamic simulation of a fluidized bed reactor Korean Journal of Chemical Engineering	fluidized bed reactor long term dynamic simulation 입도 분포	전산유체역학(CFD) direct quadrature method of moment	6
2021	Bayesian Optimization of Semicontinuous Carbonation Process Operation Recipe Industrial & Engineering Chemistry Research	aqueous mineral carbonation 이산화탄소 포집 operation recipe optimization	베이지안 최적화	3
2021	Analysis of the effect of pipe rupture on adjacent pipes using CFD Journal of Loss Prevention in the Process Industries	impact force pipeline accident pipeline rupture	전산유체역학(CFD)	2
2021	Online Synchronization in Latent Variable Model Predictive Control for Trajectory Tracking of an Uneven Batch Process Industrial & Engineering Chemistry Research	batch trajectory tracking latent variable model predictive control online synchronization penicillin production		1
2020	A model-based deep reinforcement learning method applied to finite-horizon optimal control of nonlinear control-affine system Journal of Process Control	control affine nonlinear system finite horizon optimal control 모델 기반 강화학습	심층 신경망(DNN)	60
2020	Modern Machine Learning Tools for Monitoring and Control of Industrial Processes: A Survey IFAC-PapersOnLine	산업 공정 제어 industrial process monitoring	기계학습	45
2020	Data-driven fault diagnosis for chemical processes using transfer entropy and graphical lasso Computers & Chemical Engineering	chemical process monitoring 공정 고장 진단 근본 원인 분석	그래피컬 라쏘 transfer entropy	28
2020	Move blocked model predictive control with improved optimality using semi-explicit approach for applying time-varying blocking structure Journal of Process Control	모델 예측 제어(MPC) move blocking model predictive control	multiparametric programming	24
2020	Model‐based reinforcement learning for nonlinear optimal control with practical asymptotic stability guarantees AIChE Journal	control lyapunov function 모델 기반 강화학습 nonlinear optimal control	심층 신경망(DNN)	20
2020	Modeling long-time behaviors of industrial multiphase reactors for CO2 capture using CFD-based compartmental model Chemical Engineering Journal	이산화탄소 포집 co2 mineralization multiphase reactor	cfd based compartmental model	19
2020	Move blocked model predictive control with guaranteed stability and improved optimality using linear interpolation of base sequences International Journal of Control	모델 예측 제어(MPC) move blocking model predictive control recursive feasibility		19
2020	Construction of a Valid Domain for a Hybrid Model and Its Application to Dynamic Optimization with Controlled Exploration Industrial & Engineering Chemistry Research	동적 최적화 하이브리드 모델링 valid domain		18
2020	Ensemble learning based latent variable model predictive control for batch trajectory tracking under concept drift Computers & Chemical Engineering	batch trajectory tracking concept drift latent variable model predictive control	ensemble learning	17
2020	Convergence analysis of the deep neural networks based globalized dual heuristic programming Automatica	approximate dynamic programming convergence analysis globalized dual heuristic programming	심층 신경망(DNN)	13
2020	Closed-loop Subspace Identification of Dual-rate Non-uniformly Sampled System under MPC with Zone Control International Journal of Control Automation and Systems	closed loop subspace identification dual rate system 모델 예측 제어(MPC) zone control		8
2020	Ranking-Based Parameter Subset Selection for Nonlinear Dynamics with Stochastic Disturbances under Limited Data Industrial & Engineering Chemistry Research	매개변수 추정 매개변수 부분집합 선택 stochastic differential equation		8
2020	Urea Injection Control Based on Deep-Q Networks for SCR Aftertreatment Systems IFAC-PapersOnLine	디젤 배기 후처리 선택적 촉매 환원(SCR) urea injection control	심층 Q-네트워크(DQN)	7
2020	Concentration model for gas releases in buildings and the mitigation effect Journal of Loss Prevention in the Process Industries	chemical risk assessment 가스 확산 모델링 indoor gas release	전산유체역학(CFD)	4
2019	Economic analysis of a 600 mwe ultra supercritical circulating fluidized bed power plant based on coal tax and biomass co-combustion plans Renewable Energy	biomass co firing circulating fluidized bed power plant 기술경제성 분석(TEA)	net present value analysis	79
2019	Bayesian Inference of Aqueous Mineral Carbonation Kinetics for Carbon Capture and Utilization Industrial & Engineering Chemistry Research	aqueous mineral carbonation carbon capture and utilization carbonation kinetics	bayesian parameter estimation	12
2019	Transition Model for Simulated Moving Bed Under Nonideal Conditions Industrial & Engineering Chemistry Research	axial dispersion simulated moving bed transition model		6
2019	Evaluation of Limestone for In-Situ Desulfurization in CFB Boilers Korean Journal of Chemical Engineering	circulating fluidized bed boiler in situ desulfurization limestone		6
2019	Stochastic Iterative Learning Model Predictive Control based on Stochastic Approximation IFAC-PapersOnLine	회분식 공정 제어 반복 학습 제어(ILC) 모델 예측 제어(MPC) stochastic approximation		6
2018	Multi-objective Bayesian optimization of chemical reactor design using computational fluid dynamics Computers & Chemical Engineering	chemical reactor design impeller design 다목적 최적화	베이지안 최적화 전산유체역학(CFD)	122
2018	NARX modeling for real-time optimization of air and gas compression systems in chemical processes Computers & Chemical Engineering	compression system 실시간 최적화(RTO) terephthalic acid production	narx neural network	26
2018	Backstepping control integrated with Lyapunov-based model predictive control Journal of Process Control	백스테핑 제어 lyapunov based model predictive control 비선형 제어		23
2018	Hybrid Nonlinear Model Predictive Control of LNT and Urealess SCR Aftertreatment System IEEE Transactions on Control Systems Technology	디젤 배기 후처리 hybrid nonlinear model predictive control NOx 흡장 환원 촉매(NSR) 선택적 촉매 환원(SCR)		19
2018	A POMDP framework for integrated scheduling of infrastructure maintenance and inspection Computers & Chemical Engineering	infrastructure maintenance scheduling inspection scheduling observational uncertainty	partially observable markov decision process	17
2018	Design of single mixed refrigerant natural gas liquefaction process considering load variation Process Safety and Environmental Protection	load variation 천연가스 액화 single mixed refrigerant process		15
2018	Rational engineering of ornithine decarboxylase with greater selectivity for ornithine over lysine through protein network analysis Journal of Biotechnology	카다베린 생산 ornithine decarboxylase substrate specificity engineering	protein network analysis	13
2018	Deep reinforcement learning based finite-horizon optimal tracking control for nonlinear system IFAC-PapersOnLine	deep reinforcement learning 비선형 제어 optimal tracking control	globalized dual heuristic programming	12
2018	Experimental gradient estimation of multivariable systems with correlation by various regression methods and its application to modifier adaptation Journal of Process Control	gradient estimation modifier adaptation 실시간 최적화(RTO)	regression analysis	11
2018	Efficient online model-based design of experiments via parameter subset selection for batch dynamical systems Computers & Chemical Engineering	유가식 생물반응기 model based design of experiment 매개변수 부분집합 선택		8
2018	Optimization of compression ratio in closed-loop CO2 liquefaction process Korean Journal of Chemical Engineering	이산화탄소 액화 compression ratio multistage compression		5
2018	Integration of model predictive control and backstepping approach and its stability analysis IFAC-PapersOnLine	백스테핑 제어 모델 예측 제어(MPC) 비선형 제어		5
2018	Successive complementary model-based experimental designs for parameter estimation of fed-batch bioreactors Bioprocess and Biosystems Engineering	유가식 생물반응기 model based design of experiment 매개변수 추정		3
2018	Reinforced Genetic Algorithm using Clustering based on Statistical Estimation IFAC-PapersOnLine	clustering based termination genetic algorithm stochastic optimization		3
2018	Multiobjective Optimal Design of a Lean NO x Trap and Urealess Selective Catalytic Reduction Aftertreatment System under a Control Algorithm Industrial & Engineering Chemistry Research	디젤 배기 후처리 NOx 흡장 환원 촉매(NSR) 다목적 최적화 선택적 촉매 환원(SCR)		3
2018	Modeling, simulation and structural analysis of a fluid catalytic cracking (FCC) process Korean Journal of Chemical Engineering	동적 공정 모델링 fluid catalytic cracking structural observability		3
2018	Application of Dividing Wall Column in Silane Off-Gas Recovery Process: Optimal Design and Control JOURNAL OF CHEMICAL ENGINEERING OF JAPAN	dividing wall column polysilicon production silane off gas recovery	dynamic simulation	1
2017	Point-to-point iterative learning model predictive control Automatica	반복 학습 제어(ILC) 모델 예측 제어(MPC) point to point tracking		57
2017	Simultaneously Enhancing the Stability and Catalytic Activity of Multimeric Lysine Decarboxylase CadA by Engineering Interface Regions for Enzymatic Production of Cadaverine at High Concentration of Lysine Biotechnology Journal	카다베린 생산 이황화결합 공학 enzyme stability lysine decarboxylase		37
2017	Iterative Learning Control Integrated with Model Predictive Control for Real-Time Disturbance Rejection of Batch Processes JOURNAL OF CHEMICAL ENGINEERING OF JAPAN	회분식 공정 제어 disturbance rejection 반복 학습 제어(ILC) 모델 예측 제어(MPC)		23
2017	Optimal design and operating condition of boil-off CO2 re-liquefaction process, considering seawater temperature variation and compressor discharge temperature limit Process Safety and Environmental Protection	boil off co2 reliquefaction 이산화탄소 액화 seawater temperature variation	nonlinear programming	19
2017	Conceptual Design of an Energy-Efficient Process for Separating Aromatic Compounds from Naphtha with a High Concentration of Aromatic Compounds Using 4-Methyl-N-butylpyridinium Tetrafluoroborate Ionic Liquid Industrial & Engineering Chemistry Research	aromatic separation ionic liquid extraction naphtha process design	Aspen Plus 공정 모사 cosmo rs	15
2017	Diagnosis of partial blockage in water pipeline using support vector machine with fault-characteristic peaks in frequency domain Canadian Journal of Civil Engineering	partial blockage diagnosis pressure signal analysis water pipeline	support vector machine	11
2017	A prioritization method for replacement of water mains using rank aggregation Korean Journal of Chemical Engineering	pipe deterioration replacement prioritization water main replacement	rank aggregation	10
2017	Enhancement of modifier adaptation scheme via feedforward decision maker using historical disturbance data and deep machine learning Computers & Chemical Engineering	모델-플랜트 불일치 modifier adaptation 실시간 최적화(RTO)	딥러닝	8
2017	Modeling of the polymerization of linear monomers in the presence of multifunctional units Polymer	가지형 고분자 multifunctional monomer polymerization kinetics modeling		4
2017	Sponge-Like Li4Ti5O12 Constructed on Graphene for High Li Electroactivities Journal of Nanoscience and Nanotechnology	그래핀 복합체 고출력 리튬이온전지 리튬티탄산화물(LTO) 음극	전기화학 임피던스 분광법(EIS) 제일원리 계산	3
2016	A pumpless multi‐organ‐on‐a‐chip (MOC) combined with a pharmacokinetic–pharmacodynamic (PK–PD) model Biotechnology and Bioengineering	drug metabolism multi organ on a chip pharmacokinetic pharmacodynamic model		125
2016	Iterative learning model predictive control for constrained multivariable control of batch processes Computers & Chemical Engineering	회분식 공정 제어 반복 학습 제어(ILC) 모델 예측 제어(MPC)		107
2016	Mechanistic study of glycerol dehydration on Brønsted acidic amorphous aluminosilicate Journal of Catalysis	acrolein production amorphous aluminosilicate 브뢴스테드 산점 glycerol dehydration		55
2016	Robust leak detection and its localization using interval estimation for water distribution network Computers & Chemical Engineering	leak localization pipe leak detection 상수도 관망	interval estimation	48
2016	Optimization of microalgal photobioreactor system using model predictive control with experimental validation Bioprocess and Biosystems Engineering	lipid production 미세조류 광생물반응기 mixotrophic cultivation 모델 예측 제어(MPC)		28
2016	Extension of the Hansen solubility parameter concept to the micronization of cyclotrimethylenetrinitramine crystals by supercritical anti-solvent process The Journal of Supercritical Fluids	hansen solubility parameter rdx micronization supercritical antisolvent process		24
2016	Multi-period energy planning model under uncertainty in market prices and demands of energy resources: A case study of Korea power system Process Safety and Environmental Protection	energy planning under uncertainty power system planning renewable portfolio standard		14
2016	Operational strategy of pre-cooling process of CO2 storage tank in CCS ship transportation using model-based optimization Process Safety and Environmental Protection	carbon capture and storage co2 ship transportation co2 storage tank pre cooling 모델 예측 제어(MPC)		9
2016	Tunable lithium storage properties of metal lithium titanates by stoichiometric modulation Electrochemistry Communications	리튬이온전지 음극 리튬티탄산화물(LTO) 음극 stoichiometric modulation		8
2016	Dynamic matrix control applied on propane-mixed refrigerant liquefaction process Korean Journal of Chemical Engineering	dynamic matrix control mixed refrigerant process 천연가스 액화		8
2016	Model Predictive Control (MPC)-Based Supervisory Control and Design of Off-Gas Recovery Plant with Periodic Disturbances from Parallel Batch Reactors Industrial & Engineering Chemistry Research	모델 예측 제어(MPC) off gas recovery process 플랜트 전체 제어(플랜트와이드 제어) polysilicon production	aspen dynamics simulation genetic algorithm	7
2016	A semi-analytical method for determining the optimal stripper pressure in CO2 capture and liquefaction using monoethanolamine (MEA) International journal of greenhouse gas control	이산화탄소 포집 이산화탄소 액화 monoethanolamine absorption stripper pressure		5
2016	Dynamic modelling and sensitivity analysis integrated LNT-pSCR system IFAC-PapersOnLine	디젤 배기 후처리 동적 공정 모델링 NOx 흡장 환원 촉매(NSR) 선택적 촉매 환원(SCR)	sensitivity analysis	4
2016	Computationally efficient dynamic simulation of cellular kinetics via explicit solution of flux balance analysis: xDFBA modelling and its biochemical process applications Process Safety and Environmental Protection	cellular kinetics dynamic flux balance analysis 유전체 규모 대사 모델(GEM)	parametric programming	3
2016	Fundamental Modeling and Experimental Investigation of a Polymer Washing Batch Process JOURNAL OF CHEMICAL ENGINEERING OF JAPAN	batch process modeling impurity diffusion polymer washing process		0
2016	A Sequential Method for Determining Optimal Stripper Pressure and Terminal Pressure in CO2 Capture and Liquefaction Process Using MEA IFAC-PapersOnLine	이산화탄소 포집 이산화탄소 액화 monoethanolamine absorption stripper pressure		0
2016	Fundamental Modeling and Experimental Investigation of Polymer Washing Process**This research is supported by ‘Basic research and optimization of polymer washing process after condensation reaction’, funded by the LG CHEM. IFAC-PapersOnLine	impurity diffusion polycondensation polymer washing process		0
2015	Online Burst Detection and Location of Water Distribution Systems and Its Practical Applications Journal of Water Resources Planning and Management	burst localization pipe burst detection 상수도 관망	cumulative sum control chart wavelet transform	50
2015	Stochastic iterative learning control for discrete linear time-invariant system with batch-varying reference trajectories Journal of Process Control	batch varying reference trajectory 반복 학습 제어(ILC) stochastic system	observer kalman filter identification	45
2015	Omnidirectionally stretchable, high performance supercapacitors based on a graphene–carbon-nanotube layered structure Nano Energy	graphene carbon nanotube structure 신축성 슈퍼커패시터		41
2015	Interfacial Adsorption and Redox Coupling of Li4Ti5O12 with Nanographene for High-Rate Lithium Storage ACS Applied Materials & Interfaces	core shell composite high rate lithium storage 리튬티탄산화물(LTO) 음극 nanographene	제일원리 계산	33
2015	Optimal Design and Operating Conditions of the CO2 Liquefaction Process, Considering Variations in Cooling Water Temperature Industrial & Engineering Chemistry Research	이산화탄소 액화 co2 ship transportation multistage compressor		28
2015	Radial alignment of c -channel nanorods in 3D porous TiO 2 for eliciting enhanced Li storage performance Chemical Communications	리튬이온전지 음극 lithium storage rutile tio2 nanorod		12
2015	Robust Leakage Detection and Interval Estimation of Location in Water Distribution Network IFAC-PapersOnLine	leak localization pipe leak detection 상수도 관망	kalman filter	12
2015	Optimal Scheduling of the Maintenance and Improvement for Water Main System Using Markov Decision Process IFAC-PapersOnLine	maintenance scheduling pipe deterioration water main rehabilitation	dynamic programming markov decision process 몬테카를로 시뮬레이션	10
2015	Optimal Design of a Gas Antisolvent Recrystallization Process of Cyclotetramethylenetetranitramine (HMX) with Particle Size Distribution Model Industrial & Engineering Chemistry Research	gas antisolvent recrystallization hmx 입도 분포 process optimization		7
2015	Batch-Wise Nonlinear Model Predictive Control of a Gas Antisolvent Recrystallization Process for the Uniform Production of Micronized HMX with Carbon Dioxide as the Antisolvent Industrial & Engineering Chemistry Research	gas antisolvent recrystallization hmx nonlinear model predictive control 입도 분포	model reduction	7
2015	Dynamic optimization of maintenance and improvement planning for water main system: Periodic replacement approach Korean Journal of Chemical Engineering	maintenance optimization pipe replacement planning water main rehabilitation	dynamic programming markov decision process	5
2015	A Fault Magnitude-Based Strategy for Effective Fault Diagnosis and Isolation JOURNAL OF CHEMICAL ENGINEERING OF JAPAN	fault isolation 공정 고장 진단 tennessee eastman process	dynamic independent component analysis signed digraph support vector regression	2
2015	Robust parameter estimation for physiologically based pharmacokinetic model of Tegafur with dissolution dynamics Process Safety and Environmental Protection	drug dissolution dynamics 매개변수 추정 physiologically based pharmacokinetic model	maximum a posteriori estimation	2
2014	Quantitative performance analysis of graphite-LiFePO4 battery working at low temperature Chemical Engineering Science	battery modeling 리튬이온전지 low temperature operation		33
2014	Progress and Challenges in Control of Chemical Processes Annual Review of Chemical and Biomolecular Engineering	chemical process control model based control		30
2014	Dynamic modelling of mixotrophic microalgal photobioreactor systems with time-varying yield coefficient for the lipid consumption Bioresource Technology	동적 공정 모델링 미세조류 광생물반응기 mixotrophic cultivation		28
2014	Simulation-Based Optimization of Multistage Separation Process in Offshore Oil and Gas Production Facilities Industrial & Engineering Chemistry Research	multistage separation process offshore oil and gas production simulation based optimization	aspen hysys simulation stochastic optimization	28
2014	A comparative study of soft sensor design for lipid estimation of microalgal photobioreactor system with experimental validation Bioresource Technology	lipid estimation 미세조류 광생물반응기 소프트 센서(가상 센서)	extended kalman filter particle filter unscented kalman filter	14

집계에서 뺀 레코드 98건 (동명이인·학회 초록·표지·번역본·중복)

연도	제목	뺀 이유
2026	Physicochemical adsorption and entrapment of polystyrene and poly(ethylene terephthalate) micro/nanoplastics by a food-associated Lactiplantibacillus pentosus strain isolated from Korean traditional soy sauce Environmental Technology & Innovation	동명이인 의심(AI 판정)
2025	Convergence Analyses of Davis–Yin Splitting via Scaled Relative Graphs SIAM Journal on Optimization	동명이인(재검증: 저자 목록·소속·연구실 공저자망 확인)
2025	Facile Synthesis Toward Surface Decorated Ir1Ox@Pd35 with Low Iridium Content for Highly Efficient and Durable Proton Exchange Membrane Water Electrolyzer ChemElectroChem	동명이인(재검증: 저자 목록·소속·연구실 공저자망 확인)
2025	Evaluating the limits of ammonia cofiring in a 50 kWth CFB test rig Fuel	동명이인(서울대 재직 중인데 저자 소속이 Korea Electric Power Corporation (South Korea), Korea Electric Power Research Institute)
2025	Enhancing Biodegradable Bone Plate Performance: Stereocomplex Polylactic Acid for Improved Mechanical Properties and Near-Infrared Transparency Biomacromolecules	동명이인(서울대 재직 중인데 저자 소속이 Korea University, Biomedical Research Institute)
2025	Thermally driven oxygen functionalization for durable Pt electrocatalysts in the oxygen reduction reaction Journal of Materials Chemistry A	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Energy Research)
2025	EMG-Based Gait Speed Control of a Lower-limb Exoskeleton for Gait Rehabilitation: A Proof-of-Concept Study with Post-stroke Chronic Hemiparetic Patients International Journal of Precision Engineering and Manufacturing	동명이인 의심(AI 판정)
2025	EFFECTS OF TURBULENCE MODELS ON AIR-GAP FLOW CHARACTERISTICS IN EV MOTOR OIL COOLING SYSTEM Journal of computational fluids engineering	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2025	Facemover: Unsupervised face frontalization with embedding segments	동명이인(서울대 재직 중인데 저자 소속이 Chung-Ang University)
2025	Disproportionality Analysis on Adverse Reactions Following Immune Checkpoint Inhibitors Using a Nationwide Spontaneous Adverse Event Reporting Database Korean Journal of Clinical Pharmacy	동명이인(서울대 재직 중인데 저자 소속이 Chung-Ang University)
2025	DNA Nanostructures for Modular Growth Factor Delivery and Peripheral Nerve Repair Nano Letters	동명이인(서울대 재직 중인데 저자 소속이 Korea University, Biomedical Research Institute)
2025	Broadband Neuromorphic Phototransistors Based on Oxygen Vacancy Modulation in Indium–Gallium-Zinc Oxide Films ACS Applied Materials & Interfaces	동명이인 의심(AI 판정)
2024	Learning to Control Complex Robots Using High-Dimensional Body-Machine Interfaces ACM Transactions on Human-Robot Interaction	동명이인 의심(AI 판정)
2024	Aquamimicry Improves Growth Performance and Immunity of Black Tiger Shrimp ( Penaeus Monodon) Reared in Ponds SSRN Electronic Journal	동명이인(서울대 재직 중인데 저자 소속이 Pukyong National University)
2024	Need Both Wings to Fly? Implications of Local Staffing and Autonomy Delegation for Subsidiary Performance SSRN Electronic Journal	동명이인(서울대 재직 중인데 저자 소속이 Gachon University, Yonsei University)
2024	High-performance RuO2/CNT paper electrode as cathode for anion exchange membrane water electrolysis Applied Catalysis B: Environmental	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Materials Science, Korea Institute of Energy Research)
2024	Self‐Converted Scaffold Enables Dendrite‐Free and Long‐Life Zn‐Ion Batteries Advanced Energy Materials	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Energy Research)
2024	Self‐Converted Scaffold Enables Dendrite‐Free and Long‐Life Zn‐Ion Batteries (Adv. Energy Mater. 32/2024) Advanced Energy Materials	학술지 표지·권두 그림
2024	Experimental investigation of combustion characteristics of ammonia with sub-bituminous coal in a pilot circulating fluidized bed combustor Fuel	동명이인(서울대 재직 중인데 저자 소속이 Korea Electric Power Corporation (South Korea), Korea Electric Power Research Institute)
2024	Deciphering the microstructural complexities of compacted carbon fiber paper through AI-enabled digital twin technology Applied Energy	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Energy Research)
2024	Direct parallel electrosynthesis of high-value chemicals from atmospheric components on symmetry-breaking indium sites Proceedings of the National Academy of Sciences	동명이인(서울대 재직 중인데 저자 소속이 Nanyang Technological University)
2024	“Straw in the Clay Soil” Strategy: Anticarbon Corrosive Fluorine‐Decorated Graphene Nanoribbons@CNT Composite for Long‐Term PEMFC (Adv. Sci. 45/2024) Advanced Science	학술지 표지·권두 그림
2024	Theory-Guided Experimental Strategies for Effective Materials Design in Fuel Cell and Electrolyzer ECS Meeting Abstracts	학회 초록
2023	Supplementary Table 3 from Targeting Cancer Cells via the Reactive Oxygen Species-Mediated Unfolded Protein Response with a Novel Synthetic Polyphenol Conjugate	중복 레코드(W4361910917와 같은 논문)
2023	Supplementary Table 2 from Targeting Cancer Cells via the Reactive Oxygen Species-Mediated Unfolded Protein Response with a Novel Synthetic Polyphenol Conjugate	중복 레코드(W4361911010와 같은 논문)
2023	Supplementary Methods from Targeting Cancer Cells via the Reactive Oxygen Species-Mediated Unfolded Protein Response with a Novel Synthetic Polyphenol Conjugate	중복 레코드(W4361910279와 같은 논문)
2023	Electro-Responsive Conductive Blended Hydrogel Patch Polymers	동명이인(서울대 재직 중인데 저자 소속이 Yeungnam University College, Yeungnam University)
2023	Room temperature-grown highly oriented p-type nanocrystalline tellurium thin-films transistors for large-scale CMOS circuits Applied Surface Science	동명이인 의심(AI 판정)
2023	Floating offshore wind projects development in South Korea without government subsidies Clean Technologies and Environmental Policy	동명이인(서울대 재직 중인데 저자 소속이 Johns Hopkins University)
2023	Dyeing and Fastness Properties of Oxidation Dyes on Meta-Aramid Knitted Fabric Fibers and Polymers	동명이인 의심(AI 판정)
2023	Mixed quantum-dot neuromorphic vision sensors for broad spectral perception Active Photonic Platforms (APP)	동명이인(서울대 재직 중인데 저자 소속이 Chung-Ang University)
2023	Deep spike heterostructure photonic neuro-transistors for effective neuromorphic computation and low energy consumption Active Photonic Platforms (APP)	동명이인(서울대 재직 중인데 저자 소속이 Chung-Ang University)
2022	The Ionomer Molecular Structure Effect in the PEFC Ink & Applications ECS Meeting Abstracts	학회 초록
2021	CuS/rGO-PEG Nanocomposites for Photothermal Bonding of PMMA-Based Plastic Lab-on-a-Chip Nanomaterials	동명이인(서울대 재직 중인데 저자 소속이 Yeungnam University College, Yeungnam University)
2021	Fluorine-Decorated Graphene Nanoribbons for an Anticorrosive Polymer Electrolyte Membrane Fuel Cell ACS Applied Materials & Interfaces	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Energy Research)
2021	Round robin analysis to investigate sensitivity of analysis results to finite element elastic-plastic analysis variables for nuclear safety class 1 components under severe seismic load Nuclear Engineering and Technology	동명이인 의심(AI 판정)
2021	Study on Proposal of Men’s Styles Using Angkor Wat as the Motive Journal of the Korean Society of Cosmetology	동명이인(서울대 재직 중인데 저자 소속이 Seokyeong University)
2021	Sequential and Comprehensive Algorithm for Fault Detection in Semiconductor Sensors Applied Sciences	동명이인(서울대 재직 중인데 저자 소속이 Yeungnam University)
2020	β-glucooligosaccharides derived from barley β-glucan promote growth of lactic acid bacteria and enhance nisin Z secretion by Lactococcus lactis LWT	동명이인 의심(AI 판정)
2020	Development of a real-time handheld bioaerosol monitoring system using ultraviolet-light emitting diode induced fluorescence Instrumentation Science & Technology	동명이인(서울대 재직 중인데 저자 소속이 Agency for Defense Development)
2020	Gap-Coupled Series-Fed Millimeter-Wave Array Antenna for Automotive Radar Applications The Journal of Korean Institute of Electromagnetic Engineering and Science	동명이인(서울대 재직 중인데 저자 소속이 Sungkyunkwan University)
2020	Machinability of modified Inconel 713C using a WC TiAlN-coated tool Journal of Manufacturing Processes	동명이인 의심(AI 판정)
2020	Plasmonic heating-based portable digital PCR system Lab on a Chip	동명이인(서울대 재직 중인데 저자 소속이 Sogang University, Yeungnam University College)
2020	Droplet-based Synthesis of Homogeneous Gold Nanoparticles for Enhancing HRP-based ELISA Signals BioChip Journal	동명이인(서울대 재직 중인데 저자 소속이 Sogang University, Yeungnam University College)
2020	Nematicidal activity of teleocidin B4 isolated from Streptomyces sp. against pine wood nematode , Bursaphelenchus xylophilus Pest Management Science	동명이인 의심(AI 판정)
2020	Improving enzyme activity, thermostability and storage stability of β-1,3-1,4-glucanase with poly-γ-glutamic acid produced by Bacillus sp. SJ-10 Enzyme and Microbial Technology	동명이인 의심(AI 판정)
2020	WITHDRAWN: Corrosion resistant fluorine-doped graphene nanoribbons for an highly durable PEMFC: combined experiment and ab-initio studies Research Square	동명이인(서울대 재직 중인데 저자 소속이 University of Waterloo, Yonsei University)
2019	Corrigendum to “N-terminal domain of the beta-propeller phytase of Pseudomonas sp. FB15 plays a role for retention of low-temperature activity and catalytic efficiency” [Enzyme Microb. Technol. 117 (October) (2018) 84–90] Enzyme and Microbial Technology	동명이인(서울대 재직 중인데 저자 소속이 Korea Research Institute of Bioscience and Biotechnology)
2019	Fusion of the N-terminal domain of Pseudomonas sp. phytase with Bacillus sp. phytase and its effects on optimal temperature and catalytic efficiency Enzyme and Microbial Technology	동명이인 의심(AI 판정)
2019	Algorithm Analysis of Gas Bubble Generation in a Microfluidic Device BioChip Journal	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2019	Expression in Lactococcus lactis of a β-1,3-1,4-glucanase gene from Bacillus sp. SJ-10 isolated from fermented fish Protein Expression and Purification	동명이인 의심(AI 판정)
2019	A Review on Recent Progress in the Aspect of Stability of Oxygen Reduction Electrocatalysts for Proton‐Exchange Membrane Fuel Cell: Quantum Mechanics and Experimental Approaches Energy Technology	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Energy Research)
2019	Dual-neodymium magnet-based microfluidic separation device Scientific Reports	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2019	Microwell Array-based Digital PCR for Influenza Virus Detection BioChip Journal	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2019	Continuous separation of fungal spores in a microfluidic flow focusing device The Analyst	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2018	Prediction analysis and quality assessment of microwell array images Electrophoresis	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2018	Circular‐shaped microfluidic device to study the effect of shear stress on cellular orientation Electrophoresis	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2018	Poisson statistics-mediated particle/cell counting in microwell arrays Scientific Reports	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2018	Observation of Out-of-Plane Spin Texture in a SrTiO3(111) Two-Dimensional Electron Gas Physical Review Letters	동명이인 의심(AI 판정)
2018	Micropillar‐based microfluidic device to regulate neurite networks of uniform‐sized neurospheres Electrophoresis	동명이인(서울대 재직 중인데 저자 소속이 Sogang University, Korea University)
2018	Complete Genome Sequence of Bacillus sp. SJ-10 (KCCM 90078) Producing 400-kDa Poly-γ-glutamic Acid Current Microbiology	동명이인 의심(AI 판정)
2018	N-terminal domain of the beta-propeller phytase of Pseudomonas sp. FB15 plays a role for retention of low-temperature activity and catalytic efficiency Enzyme and Microbial Technology	동명이인 의심(AI 판정)
2018	Selective monitoring of vascular cell senescence via β-Galactosidase detection with a fluorescent chemosensor Sensors and Actuators B Chemical	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2018	ZIF-8 particle size effects on reverse osmosis performance of polyamide thin-film nanocomposite membranes: Importance of particle deposition Journal of Membrane Science	동명이인(서울대 재직 중인데 저자 소속이 Toray Industries, Inc. (Japan))
2018	Development of Gait Rehabilitation System Capable of Assisting Pelvic Movement of Normal Walking. PubMed	동명이인(서울대 재직 중인데 저자 소속이 Korean Association Of Science and Technology Studies, Korea Institute of Science and Technology)
2018	Prediction Method of Walking Speed at Swing Phase using Soleus Electromyogram Signal at Previous Stance Phase	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Science and Technology)
2018	Characterization of a Bacillus sp. isolated from fermented food and its synbiotic effect with barley β-glucan as a biocontrol agent in the aquaculture industry Applied Microbiology and Biotechnology	동명이인 의심(AI 판정)
2018	Development of the Microfluidic Device to Regulate Shear Stress Gradients BioChip Journal	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2017	Interaction of a 22 kDa Peptidyl Prolyl cis/trans Isomerase with the Heat Shock Protein DnaK in Vibrio anguillarum Journal of Microbiology and Biotechnology	동명이인 의심(AI 판정)
2017	Hydrogel microfluidic co‐culture device for photothermal therapy and cancer migration Electrophoresis	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2017	Walking speed intention model using soleus electromyogram signal of nondisabled and post-stroke hemiparetic patients International Conference on Rehabilitation Robotics	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Science and Technology)
2017	Informative sensor selection and learning for prediction of lower limb kinematics using generative stochastic neural networks	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Science and Technology)
2017	Characterization of 0.18-μm gate length AlGaN/GaN HEMTs on SiC fabricated using two-step gate recessing Journal of the Korean Physical Society	동명이인 의심(AI 판정)
2017	Arsenic Removal of Filters by Heat Treated Mixtures of Yellow Loess and Sand in One-Dimensional Column for Real Groundwater Treatment Journal of Nanoscience and Nanotechnology	동명이인(서울대 재직 중인데 저자 소속이 Gachon University)
2017	Non-destructive patterning of 10 nm magnetic island array by phase transformation with low-energy proton irradiation Applied Physics Letters	동명이인 의심(AI 판정)
2017	Novel Flexible Transparent Conductive Films with Enhanced Chemical and Electromechanical Sustainability: TiO2 Nanosheet–Ag Nanowire Hybrid ACS Applied Materials & Interfaces	동명이인(서울대 재직 중인데 저자 소속이 Samsung (South Korea), Samsung Advanced Institute of Technology (South Korea))
2017	Immobilization of β-1,3-1,4-glucanase from Bacillus sp. on porous silica for production of β-glucooligosaccharides Enzyme and Microbial Technology	동명이인 의심(AI 판정)
2016	Field identification and spatial determination of hazardous chemicals by Fourier transform infrared imaging Instrumentation Science & Technology	동명이인(서울대 재직 중인데 저자 소속이 Agency for Defense Development)
2016	Tuning of Lithium Storage Properties of MLi2Ti6O14 (M=2 Na, Sr) ECS Meeting Abstracts	학회 초록
2016	Simultaneous lasing at ground and excited states in InAs/GaAs quantum dot laser diodes due to inhomogeneous broadening	동명이인(서울대 재직 중인데 저자 소속이 Chungnam National University)
2016	Microwave Low-Noise Performance of $0.17~\mu \text{m}$ Gate-Length AlGaN/GaN HEMTs on SiC With Wide Head Double-Deck T-Shaped Gate IEEE Electron Device Letters	동명이인 의심(AI 판정)
2016	Improvement of thermostability and halostability of β-1,3-1,4-glucanase by substituting hydrophobic residue for Lys 48 International Journal of Biological Macromolecules	동명이인 의심(AI 판정)
2016	Analysis of 3D multi‐layer microfluidic gradient generator Electrophoresis	동명이인(서울대 재직 중인데 저자 소속이 Sogang University)
2016	A Super-Wideband Dipole Antenna With a Self-Complementary Structure 한국통신학회논문지	동명이인(서울대 재직 중인데 저자 소속이 Sungkyunkwan University)
2015	Intention recognition method for sit-to-stand and stand-to-sit from electromyogram signals for overground lower-limb rehabilitation robots IEEE International Conference on Advanced Intelligent Mechatronics (AIM)	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Science and Technology)
2015	DC and RF characteristics of AlGaN/GaN HEMTs on SiC with gate recessed by using ICP etching of BCl3/Cl2 Journal of the Korean Physical Society	동명이인 의심(AI 판정)
2015	Isolation and characterization of a 17-kDa FKBP-type peptidyl-prolyl cis/trans isomerase from Vibrio anguillarum Protein Expression and Purification	동명이인 의심(AI 판정)
2015	Characterization of salt-tolerant β-glucosidase with increased thermostability under high salinity conditions from Bacillus sp. SJ-10 isolated from jeotgal, a traditional Korean fermented seafood Bioprocess and Biosystems Engineering	동명이인 의심(AI 판정)
2015	Insights into the Kinetics of Methane Hydrate Formation in a Stirred Tank Reactor by In Situ Raman Spectroscopy Energy Technology	동명이인(서울대 재직 중인데 저자 소속이 National University of Singapore, Dong-Eui University)
2015	Characteristics of a field plate connected to T-shaped gate in AlGaN/GaN HEMTs Journal of the Korean Physical Society	동명이인 의심(AI 판정)
2015	Phytochemical Composition and Antioxidant Activity of Edible Red Alga H ypnea musciformis from B angladesh Journal of Food Processing and Preservation	동명이인 의심(AI 판정)
2015	Improved methods for isolation of carrageenan from Hypnea musciformis and its antioxidant activity Journal of Applied Phycology	동명이인 의심(AI 판정)
2015	Development of Far Field RF Power Harvesting Testbed 한국통신학회논문지	동명이인(서울대 재직 중인데 저자 소속이 Sungkyunkwan University)
2014	Characterisation of the hypoglycaemic activity of glycoprotein purified from the edible brown seaweed, U ndaria pinnatifida International Journal of Food Science & Technology	동명이인 의심(AI 판정)
2014	Recognition delay and recognition rate of knee motor intention recognized by electromyogram and continuous hidden Markov model International Conference on Control, Automation and Systems (ICCAS)	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Science and Technology)
2014	Development of alternative assay method without hazardous reagent, carbon tetrachloride, for cefroxadine capsules in Korean Pharmaceutical Codex Analytical Science and Technology	동명이인(서울대 재직 중인데 저자 소속이 Kangwon National University)
2014	Effects of strain on PdZn(100) for methoxide decomposition: A DFT study Journal of Molecular Catalysis A Chemical	동명이인(서울대 재직 중인데 저자 소속이 Nanyang Technological University)
2014	Design and control of an exoskeleton system for gait rehabilitation capable of natural pelvic movement IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)	동명이인(서울대 재직 중인데 저자 소속이 Korea Institute of Science and Technology)

요약

이종민 교수는 공과대학 화학생물공학부 소속으로 공정시스템 및 에너지공정공학을 연구한다. 2014년 이후 OpenAlex 기준 논문 222편(SCI급 168편, 그중 서울대 소속 166편), 피인용 합계 2,668회이다. 주력 학문분야는 Control and Systems Engineering, Automotive Engineering, Mechanical Engineering이다. NTIS 과학기술표준분류로는 화공 > 화학공정(43%), 에너지/자원 > 온실가스 처리(7%), 전기/전자 > 전지(6%) 순으로 가깝고, 그중 화학·화공은 51%다. 논문을 지원한 국가R&D 과제는 22건(연차 기준, 2020–24 성과)이다. 학부 내 공저 상대: 김도희 2편, 남재욱 2편, 홍무선 1편.

핵심 연구주제

SCI급 논문의 OpenAlex 1순위 토픽 기준(편수). 서울대 부임 전 논문도 포함한다.

연구주제	학문분야	편
Advanced Control Systems Optimization	Control and Systems Engineering	28
Fault Detection and Control Systems	Control and Systems Engineering	17
Process Optimization and Integration	Control and Systems Engineering	15
Water Systems and Optimization	Civil and Structural Engineering	7
Control Systems and Identification	Control and Systems Engineering	6
Adaptive Dynamic Programming Control	Computational Theory and Mathematics	5
Engine and Fuel Emissions	Automotive Engineering	5
Reinforcement Learning in Robotics	Artificial Intelligence	4

연구 궤적

시기	논문	주요 주제
2014–2017	45	Advanced Control Systems Optimization (7) · Water Systems and Optimization (7) · Advancements in Battery Materials (4)
2018–2021	54	Advanced Control Systems Optimization (12) · Process Optimization and Integration (5) · Fault Detection and Control Systems (5)
2022–2026	69	Fault Detection and Control Systems (11) · Advanced Control Systems Optimization (9) · Process Optimization and Integration (7)

AI 연구 프로필·과제 동향

AI가 연구 분야가 전혀 다르다고 본 논문 1편(동명이인 가능성): Room temperature-grown highly oriented p-type nano

이종민 교수는 화학생물공학부에서 공정시스템공학을 연구하며, 수집된 SCI 논문 대부분이 화학·에너지 공정의 모델링, 최적화, 제어를 다룬다. 초기에는 모델 예측 제어와 반복 학습 제어를 결합한 배치 공정 제어, 상수도망의 누수·파열 감지와 유지관리 계획, CO2 포집·액화와 천연가스 액화 공정 설계, 미세조류 광생물반응기와 초임계 재결정 공정의 모델링·제어를 주로 연구했다. 이후 심층 강화학습 기반 최적 제어, 데이터 기반 고장 진단과 소프트 센서, 하이브리드 모델링, 디젤 차량 배기 후처리(LNT·SCR) 시스템의 모델링·제어로 연구가 확장되었다. 최근에는 수증기 메탄 개질 수소 생산, 핵융합 수소 동위원소 분리, 그린 암모니아, 플라즈마 식각 종료점 검출, 전지 수명 예측과 제조 공정 등에 기계학습·오프라인 강화학습·베이지안 최적화를 적용한 논문이 많다. 미세유체 소자, 전기화학 촉매, 전지 소재 등 실험 중심 공저 논문도 다수 포함되어 있다.

연구 축

축	설명·키워드	대표 논문
모델 예측 제어와 배치 공정 제어 Model predictive control and batch process control	반복 학습 제어와 모델 예측 제어를 결합한 배치 공정 궤적 추종, 오프셋 없는 제어, 백스테핑·이동 블로킹 MPC 등 제어 이론과 안정성·계산 부담 문제를 다룬다. 모델 예측 제어(MPC) 반복 학습 제어(ILC) 회분식 공정 제어 offset free model predictive control latent variable model predictive control 백스테핑 제어	Iterative learning model predictive control for constrained multivaria Iterative Learning Control Integrated with Model Predictive Control fo Stochastic Iterative Learning Model Predictive Control based on Stocha Ensemble learning based latent variable model predictive control for b Improved offset-free model predictive control utilizing learned model- Integration of model predictive control and backstepping approach and
강화학습 기반 공정 최적 제어 Reinforcement learning for process optimal control	심층 신경망 기반 근사 동적 계획법, 모델 기반·오프라인 강화학습과 MPC의 결합을 비선형 시스템, 생물반응기, 분리 공정, 그린 암모니아 생산 제어에 적용한다. 모델 기반 강화학습 deep reinforcement learning 오프라인 강화학습 reinforcement learning 공정 제어	Deep reinforcement learning based finite-horizon optimal tracking cont Model‐based reinforcement learning for nonlinear optimal control with Integration of reinforcement learning and model predictive control to Reinforcement Learning for Process Control: Review and Benchmark Probl Real-world implementation of offline reinforcement learning for proces Q-learning-based stochastic model predictive control for green ammonia
데이터 기반 공정 모니터링·고장 진단 Data-driven process monitoring and fault diagnosis	다변량 통계, 매니폴드 학습, 그래프 어텐션, 자기지도 학습으로 화학 공정 고장을 진단하고, LSTM 소프트 센서와 하이브리드 모델로 품질 변수를 예측하며 플라즈마 식각 종료점을 검출한다. 공정 고장 진단 process fault detection 소프트 센서(가상 센서) 하이브리드 모델링 플라즈마 식각 식각 종말점 검출	A Fault Magnitude-Based Strategy for Effective Fault Diagnosis and Iso Clustered Manifold Approximation and Projection for Semisupervised Fau Self-Explanatory Fault Diagnosis Framework for Industrial Processes Us Soft Sensor for Melt Index Prediction Based on Long Short-Term Memory Hybrid modeling approach for polymer melt index prediction Improvement of Plasma Etching Endpoint Detection With Data-Driven Wave
탄소 저감·수소 에너지 공정 설계와 최적화 Design and optimization of low-carbon and hydrogen energy processes	CO2 포집·액화·광물 탄산화, 천연가스 액화, 수증기 메탄 개질 수소 생산, 수소 동위원소 분리 공정을 모사·최적화하고 기술경제성을 평가한다. 이산화탄소 액화 이산화탄소 포집 aqueous mineral carbonation 천연가스 액화 메탄 수증기 개질(SMR) 수소 생산 수소동위원소 분리 기술경제성 분석(TEA)	Optimal Design and Operating Conditions of the CO2 Liquefaction Proces A Sequential Method for Determining Optimal Stripper Pressure and Term Bayesian Optimization of Semicontinuous Carbonation Process Operation Multi-objective optimization of hydrogen production process and steam Dynamic optimization of cryogenic distillation operation for hydrogen Comparative techno-economic analysis and optimization of CO2 liquefact
차량 배기 후처리와 하이브리드 차량 에너지 관리 Vehicle aftertreatment and hybrid vehicle energy management	LNT-SCR 배기 후처리 시스템의 동적 모델링·파라미터 추정·최적 설계와 제어, 제올라이트 SCR 촉매 데이터 분석, 하이브리드 차량 동력 분배 MPC를 다룬다. NOx 흡장 환원 촉매(NSR) 선택적 촉매 환원(SCR) 디젤 배기 후처리 제올라이트 촉매 하이브리드 전기차 에너지 관리	Hybrid Nonlinear Model Predictive Control of LNT and Urealess SCR Afte Multiobjective Optimal Design of a Lean NO x Trap and Urealess Selecti Urea Injection Control Based on Deep-Q Networks for SCR Aftertreatment Automated Model Calibration for Urea-SCR Systems Using Test-Rig Data Data-Driven Inference of Synthesis Guidelines for High-Performance Zeo Hybrid Model Predictive Control for Hybrid Electric Vehicle Energy Man
상수도망 진단과 유지관리 계획 Water distribution network diagnosis and maintenance planning	압력 신호로 상수도관의 누수·파열·부분 막힘을 감지·위치 추정하고, 마르코프 결정 과정과 동적 계획법으로 관 교체·유지보수 일정을 최적화한다. 상수도 관망 pipe leak detection pipe burst detection water main rehabilitation maintenance scheduling	Online Burst Detection and Location of Water Distribution Systems and Robust Leakage Detection and Interval Estimation of Location in Water Robust leak detection and its localization using interval estimation f Diagnosis of partial blockage in water pipeline using support vector m Optimal Scheduling of the Maintenance and Improvement for Water Main S A prioritization method for replacement of water mains using rank aggr

연구 흐름

시기	흐름	그 시기 주요 키워드
2014–2017	반복 학습 제어와 모델 예측 제어의 결합, 상수도망 누수·파열 감지와 관 교체 계획, CO2 포집·액화와 선박 운송, 혼합냉매 천연가스 액화 공정을 주로 연구했다. 미세조류 광생물반응기 모델링·소프트 센서·MPC, 초임계 가스 반용매 재결정 공정 최적화·제어, 폴리실리콘 배가스 회수 공정 제어, 고분자 세척 공정 모델링도 이 시기에 수행되었다.	모델 예측 제어(MPC) 반복 학습 제어(ILC) 이산화탄소 액화 미세조류 광생물반응기 상수도 관망
2018–2021	심층 강화학습 기반 비선형 최적 제어, 이동 블로킹·백스테핑 MPC, 잠재변수 MPC와 파라미터 부분집합 선택 등 제어·추정 이론 연구가 늘었다. LNT-SCR 배기 후처리 모델링·제어, 데이터 기반 고장 진단, 광물 탄산화 CO2 포집의 베이지안 추정·최적화, 수소 동위원소 분리 증류가 새 주제로 나타났고 미세유체 소자 공저 논문이 많았다.	모델 예측 제어(MPC) 선택적 촉매 환원(SCR) 디젤 배기 후처리 유가식 생물반응기 비선형 제어
2022–2026	수증기 메탄 개질 수소 생산의 CFD·다목적 최적화, 수소 동위원소 분리·삼중수소 제거 계통, 그린 암모니아와 CO2 액화의 기술경제성 평가가 이어졌다. 하이브리드 모델링과 LSTM 소프트 센서, 플라즈마 식각 종료점 검출, 설명 가능한 고장 진단, 오프라인 강화학습, 트랜스포머 기반 공정 합성, 전지 수명 예측과 제조 공정 분석 등 기계학습 응용이 중심이 되었다.	기술경제성 분석(TEA) 선택적 촉매 환원(SCR) 플라즈마 식각 하이브리드 모델링 공정 고장 진단

핵심 키워드와 국가 과제 동향

키워드	논문	국가 10년(억)	증가율	진단
모델 예측 제어(MPC)	14	336	+11%	국가 평균보다 느리게 증가 · 학부 논문 10편 이상
선택적 촉매 환원(SCR)	9	1,209	+49%	국가 평균보다 느리게 증가 · 학부 논문 10편 이상
공정 고장 진단	7	2,025	+187%	국가 평균보다 빠르게 증가 · 학부 논문 10편 미만
기술경제성 분석(TEA)	7	171	신규	2020년 이후 새로 커짐 · 학부 논문 10편 미만
이산화탄소 액화	6	176	신규	국가 과제 매칭 적음
디젤 배기 후처리	6	393	+193%	국가 평균보다 빠르게 증가 · 학부 논문 10편 미만
반복 학습 제어(ILC)	5	2	–	국가 과제 매칭 적음
이산화탄소 포집	5	3,332	+76%	국가 평균보다 빠르게 증가 · 학부 논문 10편 이상

전체 키워드: 모델 예측 제어(MPC) 14 선택적 촉매 환원(SCR) 9 공정 고장 진단 7 기술경제성 분석(TEA) 7 이산화탄소 액화 6 디젤 배기 후처리 6 반복 학습 제어(ILC) 5 이산화탄소 포집 5 하이브리드 모델링 5 동적 공정 모델링 4 소프트 센서(가상 센서) 4 매개변수 추정 4 모델 기반 강화학습 4 극저온 증류 4 수소동위원소 분리 4 수소 생산 5 메탄 수증기 개질(SMR) 4 플라즈마 식각 4 미세조류 광생물반응기 3 상수도 관망 3

연구 방법

지원 과제 동향 (NTIS 성과, 2020–2024)

2021222324

연도별 지원 과제 건수. 정부연구비 합계 2020 26억 · 2021 31억 · 2022 42억 · 2023 24억 · 2024 63억. 과제 전체의 연차 정부연구비를 더한 값이라 교수 개인 연구비가 아니며, 공저자 과제가 포함될 수 있다.

수집 논문에 해양미생물 효소·해조류·식품미생물, GaN HEMT 등 반도체 소자와 물리, 기계가공·내진해석·염색·재활로봇처럼 공정시스템과 무관한 논문이 섞여 있어 30편을 동명이인 추정 suspect로 표시했다. 미세유체 소자와 전기화학 촉매·전지 소재 논문은 모델링·계산 공저 가능성이 있어 suspect에서 제외했다. 236편 중 120편은 초록이 없어 제목과 OpenAlex 키워드로만 태깅했고, other_titles에도 경영·디자인·의약 등 무관한 저작이 섞여 있다.

NTIS 표준분류 연계

이 교수 논문이 가장 많이 배정된 NTIS 중분류부터(화학·화공 밖 포함, 상위 15개). 논문 = 이 교수 논문을 그 분류에 배정한 수(정책 연계 맵과 같은 방법), 논문(지원 과제) = 그 분류 과제가 지원한 논문 수. 국가 투자 = 그 분류(1순위) 과제의 정부연구비 2015–24. 대학 내 서울대% 평균 8.7%.

배정 구성: 화공 > 화학공정 43% · 에너지/자원 > 온실가스 처리 7% · 전기/전자 > 전지 6% · 기계 > 자동차/철도차량 6% · 환경 > 대기질 관리 5% · 화학·화공 합 51% · 배정 168편

대분류	중분류	범위	논문	논문(지원 과제)	국가 2015–24(억)	2020–24(억)	증가율	대학 내 서울대%
화공	화학공정	화학·화공	72	32	7,842	5,489	+133%	11.2
에너지/자원	에너지/자원 > 온실가스 처리	범위 밖	11	1	6,433	4,200	+88%	4.8
전기/전자	전기/전자 > 전지	범위 밖	10	1	11,920	8,875	+192%	10.6
기계	기계 > 자동차/철도차량	범위 밖	10	0	41,024	26,726	+87%	10.2
환경	환경 > 대기질 관리	범위 밖	8	0	8,555	5,112	+48%	3.7
화공	생물화학 공정기술	화학·화공	7	0	2,846	1,506	+12%	2.4
환경	환경 > 물관리	범위 밖	7	0	6,958	3,534	+3%	11.3
에너지/자원	에너지/자원 > 신재생에너지	범위 밖	6	0	45,584	28,071	+60%	3.8
원자력	원자력 > 핵연료주기/방사성폐기물관리기술	범위 밖	4	0	8,415	5,343	+74%	4.6
전기/전자	전기/전자 > 반도체장비	범위 밖	4	0	10,814	8,558	+279%	15.6
화공	고분자 공정기술	화학·화공	4	0	3,771	2,382	+72%	8.3
기계	기계 > 로봇/자동화기계	범위 밖	3	0	22,370	14,242	+75%	12.4
수학	수학 > 응용수학	범위 밖	3	0	1,560	1,003	+80%	10.3
전기/전자	전기/전자 > 무기센서 및 제어	범위 밖	3	0	37,862	23,882	+71%	6.0
생명과학	생명과학 > 융합바이오	범위 밖	2	0	12,029	7,663	+76%	9.7

논문 지원 과제 (NTIS 성과DB)

교수 논문 DOI가 NTIS 성과 논문으로 등록된 과제(2020–24). 공저자의 과제일 수 있어 본인 책임 과제와 같지 않다. 부처: 과학기술정보통신부 12, 교육부 8, 산업통상자원부 1, 환경부 1. NTIS 분류 = 그 과제의 1순위 과학기술표준분류.

연도	과제·사업	부처	수행기관	억	NTIS 분류
2024	차세대 이차전지 핵심 요소 기술 개발 집단연구지원	과학기술정보통신부	서울대학	50.0	범위 밖
2024	에너지/환경 소재 공정조합설계 연구단 나노소재기술개발	과학기술정보통신부	서울대학	11.4	화공 > 화학공정 > 공정설비기술
2024	유동 분석 기반 수요 맞춤형 액체 코팅 공정 설계 연구 개인기초연구(과기정통부)	과학기술정보통신부	서울대학	1.8	화공 > 화학공정 > 공정설비기술
2023	화공분야연구인력양성사업단 4단계두뇌한국21사업	교육부	서울대학	11.6	–
2023	BTX 기초화학원료 제조 플라스틱 리파이너리 혁신기술 개발 석유대체친환경화학기술개발	과학기술정보통신부	한국화학연구원	10.1	화공 > 화학공정 > 촉매/반응기술
2023	지역 화학산업 융합 연구인력양성 교육연구팀 4단계두뇌한국21사업	교육부	울산대학	1.7	–
2023	분자규모에서 공정 통합 모사를 위한 멀티스케일 플랫폼 개발 개인기초연구(과기정통부)	과학기술정보통신부	서울대학	1.0	화공 > 화학공정 > 공정시스템기술
2022	초저에너지 자동차 초저배출 사업단 집단연구지원	과학기술정보통신부	고려대학	20.0	화공 > 화학공정 > 촉매/반응기술
2022	화공분야연구인력양성사업단 4단계두뇌한국21사업(R&D)	교육부	서울대학	10.0	–
2022	4IR (4th Industrial Revolution)-기반 헬스케어 전문인력 양성사업단 4단계두뇌한국21사업(R&D)	교육부	이화여자대학	5.9	–
2022	차세대 에너지 통합형 인력양성사업단 4단계두뇌한국21사업(R&D)	교육부	서울대학	4.6	–
2022	분자규모에서 공정 통합 모사를 위한 멀티스케일 플랫폼 개발 개인기초연구(과기정통부)	과학기술정보통신부	서울대학	1.0	화공 > 화학공정 > 공정시스템기술
2021	초저에너지 자동차 초저배출 사업단 집단연구지원(R&D)	과학기술정보통신부	고려대학	20.0	화공 > 화학공정 > 촉매/반응기술
2021	화공분야연구인력양성사업단 4단계두뇌한국21사업(R&D)	교육부	서울대학	9.6	–
2021	분자규모에서 공정 통합 모사를 위한 멀티스케일 플랫폼 개발 개인기초연구(과기정통부)(R&D)	과학기술정보통신부	서울대학	1.0	화공 > 화학공정 > 공정시스템기술
2020	초저에너지 자동차 초저배출 사업단 집단연구지원(R&D)	과학기술정보통신부	고려대학교	20.0	화공 > 화학공정 > 촉매/반응기술
2020	화공분야연구인력양성사업단 BK21플러스사업(R&D)	교육부	서울대학교	4.8	–
2020	분자규모에서 공정 통합 모사를 위한 멀티스케일 플랫폼 개발 개인기초연구(과기정통부)(R&D)	과학기술정보통신부	서울대학교	1.0	화공 > 화학공정 > 공정시스템기술
2019	발전 배출가스 직접반응을 통한 CO2 포집 및 대량활용 저장기술 개발 에너지수요관리핵심기술개발(에특)(R&D)	산업통상자원부	(주)대우건설	4.3	범위 밖
2019	스마트 공정 운전을 위한 강화 학습 기반 안정성 지향 제어기법 개발 이공학학술연구기반구축(R&D)	교육부	서울대학교	0.5	화공 > 화학공정 > 공정시스템기술
2018	화학사고 누출량 산정 및 환경피해 예측 분석 모델 개발 화학사고대응환경기술개발사업(R&D)	환경부	서울대학교 산학협력단	2.9	범위 밖
2017	신에너지 공정의 생산성 향상을 위한 실시간 추정 및 최적화 기술개발 개인기초연구(미래부)	과학기술정보통신부	서울대학교	0.5	화공 > 화학공정 > 공정설비기술

학부 내 협업 (공저)

교수	연구분야	공저 편수	공저 논문 예
김도희	공정시스템	2	Data-Driven Inference of Synthesis Guidelines for High-Perfo
남재욱	고분자 및 유기 소재	2	Data-driven analysis of temporal evolution of battery slurry · Surrogate modeling of slot-die coating manifold for lithium-
홍무선	공정시스템 · 생물 및 환경	1	Droplet-Based Evaporative System for the Estimation of Prote

학제 간 융합 후보

연구분야가 겹치지 않고 아직 함께 쓴 논문이 없는 교수 쌍 가운데 연구 유사도(학문분야 cosine 0.5 + NTIS 중분류 cosine 0.5)가 높은 순. NTIS 쪽은 화학·화공 밖 분류까지 넣어 계산한다. 겹치는 NTIS 분류는 두 교수 논문이 2편 이상씩 배정된 중분류(범위 밖이면 링크 없음)다. 전체 네트워크 →

교수	연구분야	점수	겹치는 NTIS 분류	겹치는 연구주제
이종찬	고분자 및 유기 소재	0.35	화학공정 전지 물관리	Advancements in Battery Materials · Advanced Battery Technologies Research · Supercapacitor Materials and Fabrication

대표 논문 (피인용 상위)

연도	논문	피인용
2016	A pumpless multi‐organ‐on‐a‐chip (MOC) combined with a pharmacokinetic–pharmacodynamic (PK–PD) model Biotechnology and Bioengineering	125
2018	Multi-objective Bayesian optimization of chemical reactor design using computational fluid dynamics Computers & Chemical Engineering	122
2016	Iterative learning model predictive control for constrained multivariable control of batch processes 화학공정 › 공정시스템기술 Computers & Chemical Engineering	107
2024	Machine learning for industrial sensing and control: A survey and practical perspective Control Engineering Practice	91
2019	Economic analysis of a 600 mwe ultra supercritical circulating fluidized bed power plant based on coal tax and biomass co-combustion plans Renewable Energy	79
2020	A model-based deep reinforcement learning method applied to finite-horizon optimal control of nonlinear control-affine system 화학공정 › 촉매/반응기술 Journal of Process Control	60
2022	Physics-informed deep learning for data-driven solutions of computational fluid dynamics 화학공정 › 공정시스템기술 Korean Journal of Chemical Engineering	59
2017	Point-to-point iterative learning model predictive control 화학공정 › 공정시스템기술 Automatica	57

최근 논문

연도	논문	피인용
2026	TalkToAgent: A multi-agent LLM Framework for natural language explanation of reinforcement learning policies 화학공정 › 공정시스템기술 Computers & Chemical Engineering	2
2026	Q-learning-based stochastic model predictive control for green ammonia production 화학공정 › 공정시스템기술 Journal of Process Control	1
2026	An analysis of the impact of dataset distribution on offline reinforcement learning in process control 화학공정 › 공정시스템기술 Computers & Chemical Engineering	1
2026	Automated generative process synthesis via transformer‐based dual‐loop simulation and optimization 화학공정 › 공정시스템기술 AIChE Journal	0
2026	Comparative techno-economic analysis and optimization of CO2 liquefaction processes using Bayesian optimization 화학공정 › 공정시스템기술 Computers & Chemical Engineering	0
2026	Probability density function-based stochastic nonlinear model predictive control using Fokker–Planck equation 화학공정 › 공정시스템기술 Automatica	0
2026	Decarbonization of brownfield coal-based ironmaking via hydrogen enrichment and carbon capture: A techno-economic case study of the 2.0 Mtpy FINEX process Journal of Cleaner Production	0
2025	Self-Explanatory Fault Diagnosis Framework for Industrial Processes Using Graph Attention IEEE Transactions on Industrial Informatics	26

인접 그래프

노드 hover = 이웃 강조 · 1회 클릭 = 고정 · 고정된 노드 다시 클릭 = 페이지 이동

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