엄주명 교수 연구실
Jumyung Um
경희대학교 · 산업공학과
교수 소개
엄주명 교수
교수 홈페이지·논문소개
엄주명 교수 연구실(Smart Factory Lab)은 경희대 산업공학과 소속으로, AI·디지털 트윈 기술을 활용한 스마트팩토리와 제조 디지털 전환을 연구한다. 차세대 HMI 개발, 딥러닝 기반 고장 진단·예지보전, 강화학습 기반 공정 최적화·자동화, 실시간 로봇 제어 및 디지털 트윈 구축 등을 다룬다.
연구 키워드
대표 논문
- Software-Defined Self-Learning Control System for Industrial Robots by using Reinforcement LearningScientific Reports (Nature Portfolio) · 2026
- Intelligent Robot Gripper using Embedded AI Sensor for Box Re-sequencing System Integrated with Spatial Layout OptimizationRobotics and Computer-Integrated Manufacturing, 94, 102979 · 2025
- On-demand Bi-directional Augmented Reality for Adaptable Instructions of Machine Tools OperationsThe International Journal of Advanced Manufacturing Technology, 138, 3165-3182 · 2025
- Deploying Data Analytics Models in Asset Administration Shells: Energy Prediction in ManufacturingEngineering Applications of Artificial Intelligence, 138, 109269 · 2024
- Digital Twin for Autonomous Collaborative Robot by using Synthetic Data and Reinforcement LearningRobotics and Computer-Integrated Manufacturing, 85, 102632 · 2024
- ManuAI: A Multi-modal Digital Assistant for Machine Tools Using Large Language ModelsApplied Sciences (MDPI) · 2025
같은 학과의 다른 연구실
- 정호영 교수 연구실모집 중
Intelligent optimization / operations research (vehicle routing, urban logistics, metaheuristics, process parameter optimization)
- 김영훈 교수 연구실
AI agents, machine learning and operations research, digital twin systems, and trustworthy/applied AI for anomaly detection and healthcare analytics
- 반상우 교수 연구실
Human-Centered Design / Human Factors and Ergonomics (HCI, usability, ergonomics)
- 신정우 교수 연구실
Technology Management / Demand Forecasting / Consumer Preference Analysis / Economic Valuation
- 오관석 교수 연구실
Product Engineering & Production Systems (product family/modular design, complexity management, production planning & scheduling, optimization)
- 전현우 교수 연구실
Intelligent simulation & analysis — manufacturing energy consumption modeling, machine learning/data analytics for production systems, and sustainability/ESG