SNU CBE

Computational Theory and Mathematics

학문분야 · Computer Science

교수

교수연구분야논문
이종민공정시스템8
정유성공정시스템6
이원보공정시스템 · 고분자 및 유기 소재3

연구주제

Computational Drug Discovery Methods (8) · Adaptive Dynamic Programming Control (5) · Advanced Multi-Objective Optimization Algorithms (4)

논문 (피인용 상위 30)

연도논문학부 저자피인용
2021Deep Retrosynthetic Reaction Prediction using Local Reactivity and Global Attention 융합화학 › 화학정보학
JACS Au
정유성177
2018Multi-objective Bayesian optimization of chemical reactor design using computational fluid dynamics
Computers & Chemical Engineering
이종민122
2021Generative Chemical Transformer: Neural Machine Learning of Molecular Geometric Structures from Chemical Language via Attention 화학공정 › 공정시스템기술
Journal of Chemical Information and Modeling
이원보64
2020A model-based deep reinforcement learning method applied to finite-horizon optimal control of nonlinear control-affine system 화학공정 › 촉매/반응기술
Journal of Process Control
이종민60
2022A generalized-template-based graph neural network for accurate organic reactivity prediction 화학공정 › 촉매/반응기술
Nature Machine Intelligence
정유성58
2024Precise atom-to-atom mapping for organic reactions via human-in-the-loop machine learning 전기화학 › 분석전기화학
Nature Communications
정유성37
2024Estimating the synthetic accessibility of molecules with building block and reaction-aware SAScore
Journal of Cheminformatics
정유성32
2020Model‐based reinforcement learning for nonlinear optimal control with practical asymptotic stability guarantees 화학공정 › 촉매/반응기술
AIChE Journal
이종민20
2024Surrogate-model-based optimization of a nonideal polymerization reactor for producing tailored molecular weight distribution 고분자 공정기술 › 고분자 중합공정기술
Chemical Engineering Journal
이원보13
2020Convergence analysis of the deep neural networks based globalized dual heuristic programming 화학공정 › 촉매/반응기술
Automatica
이종민13
2018Deep reinforcement learning based finite-horizon optimal tracking control for nonlinear system
IFAC-PapersOnLine
이종민12
2024Reaction Templates: Bridging Synthesis Knowledge and Artificial Intelligence 전기화학 › 분석전기화학
Accounts of Chemical Research
정유성10
2024Optimization of Fischer–Tropsch microchannel reactor using computational fluid dynamics and enveloped Bayesian optimization 화학공정 › 촉매/반응기술
Computers & Chemical Engineering
이종민9
2025SynTwins: a retrosynthesis-guided framework for synthesizable molecular analog generation 융합화학 › 화학정보학
Chemical Science
정유성4
2023Development of a physics-based surrogate model using two-dimensional first principle equations and optimization of open rack vaporizer
Applied Thermal Engineering
이종민3
2026Integrated multi-endpoint hazard prioritization of unregulated industrial contaminants: A safety-first screening framework for emerging environmental threats
Ecotoxicology and Environmental Safety
이원보1
2023Integrating Path Integral Control With Backstepping Control to Regulate Stochastic System 화학공정 › 공정시스템기술
International Journal of Control Automation and Systems
이종민1

인접 그래프

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연구주제 3

Computational Drug Discovery Methods · Adaptive Dynamic Programming Control · Advanced Multi-Objective Optimization Algorithms