System Modeling & Simulation Lab.
@Ewha Womans University (since 2019)
이화여자대학교 시스템 모델링 시뮬레이션 연구실
Welcome to SMSLab in Department of Electronic and Electrical Engineering at Ewha Womans University!
System modeling and simulation is an essential technology in the fourth industrial revolution era when everything is digitalized and is being applied to artificial intelligence, digital twins, cyber-physical systems, metaverse, etc.
We research mathematical system modeling theories and computer simulation methodologies, and apply them to various real systems, such as smart factories, smart cities, maritime disasters, military, etc. In addition, we study simulation-based analysis/optimization/prediction techniques (e.g., genetic algorithm, stochastic optimization, etc.) to efficiently utilize simulations. We develop high fidelity digital twins by combining data models based on machine learning, and research hypothetical model-based learning to overcome the limitations of artificial intelligence for dynamic systems.
We are looking for highly motivated undergraduate(intern)/graduate students and postdoctoral researchers as well. Students and Reseawill be given scholarship and opportunities to participate domestic and international conferences if they are enrolled in research projects. Researchers will be given full funding, including social insurance. We are trying to provide the best environment for research.
If you are interested, please send a mail to gigohan01@gmail.com or seonhan.choi@ewha.ac.kr
Latest News
[2024.04] Huang's paper entitled "Bimodal semantic fusion prototypical network for few-shot classification" has been accepted to Information Fusion (SCIE, IF 18.6, Top 10%)
[2024.02] Choi's paper entitled "Intelligent Factory Layout Design Framework through Collaboration between Optimization, Simulation, and Digital Twin" has been accepted to Journal of Intelligent Manufacturing (SCIE, IF 8.3).
[2023.11] Choi's paper entitled "A Data-driven Agent-based Simulation for Public Bicycle-Sharing System in Sejong City" has been accepted to Simulation Modelling Practice and Theory (SCIE, IF 4.2).
[2023.08] Huang's paper entitled "Learning feature alignment and dual correlation for few-shot image classification" has been accepted to CAAI Transactions on Intelligence Technology (SCIE, IF 7.985).
[2022.11] Choi's paper entitled "Combination of NSGA-II with Ranking and Selection Method for Multi-objective Optimization in Stochastic Environment" won the Best Paper Award from the Korea Society for Simulation.
[2022.11] Huang's paper entitled "SAPENet: Self-Attention based Prototype Enhancement Network for Few-shot Learning" has been accepted to Pattern Recognition (SCIE, IF 8.518, Top 10%).
[2022.05] Huang's paper entitled "An improved strabismus screening method with combination of meta-learning and image processing under data scarcity" has been accepted to PLoS One (SCIE, IF 3.240).
[2022.03] SMSLAB starts anew at Ewha Womans University!
[2021.12] Choi's paper entitled "CoDEVS: An Extension of DEVS for Integration of Simulation and Machine Learning" has been published to International Journal of Simulation Modelling (SCIE, IF 3.225).
[2021.08] Huang's paper entitled "An Automatic Screening Method for Strabismus Detection Based on Image Processing" has been published to PLoS One (SCIE, IF 3.240).
[2021.02] Choi's paper entitled "A heuristic procedure for selecting the best feasible design in the presence of stochastic constraints" has been published to IEEE Transactions on Systems, Man, and Cybernetics: Systems (SCIE, IF 13.451).
