iSystems Design Lab exploits the followings with applications to electro-mechanic and manufacturing systems.
- immune engineering for self-sustainable system and maintenance-free machine design
- industrial AI for smart manufacturing
- industrial internet of things (IIoT) for edge computing
- informatics for visualization and machine health monitoring
iSystems Design Lab requires interdisciplinary engineering fields:
- statistics, probability, and optimization
- machine learning and deep learning
- discrete signal processing and control
- mechanical and electrical design skills
Funded Research Projects
- co-PI, “Smart State Monitoring System for Maintenance of Ship Rotating Machinery,” KEIT, Korea. July 2017.
- PI, “Development of a Gas Turbine PHM System using Multivariate and Sequential Data,” KEPRI, Korea. July 2017
- co-PI, “AI-based Unconventional Architecturing Technologies for Hybrid-scale Micro-/Nano-structures,” UNIST, Korea. June 2017.
- PI, “A Deep Learning Framework for Motion Classification,” Samsung Electronics, Korea. Feb. 2017
- co-PI, “Development of an Intelligent Diagnosis and Automatic Control Software Platform for Smart Factory,” UNIST, Korea. Feb. 2017
- co-PI, “Vision-based BIW ID Recognition at Automotive Painting Shop,” Small and Medium Business Administration, Korea. Nov. 2016
- PI, “Development of Diagnostics Algorithm using Deep Learning on Acoustic Signals,” Samsung Electronics, Korea. Sep. 2016
- PI, “3D Printing Monitoring Systems and Control Algorithms for Minimal Manufacturing Deformation in Automotive Industries,” National Research Foundation, Korea. June 2016
- co-PI, “Industrial Robot Health Monitoring Systems using Big Data and IoT Sensors,” National IT Industry Promotion Agency, Korea. May 2016
- PI, “Development of PHM Algorithms and Monitoring Systems, Phase II: Virtual Machine for Machine Prognostics,” Samsung Electro-Mechanics, Korea. Nov. 2014
- PI, “Anomaly Detection of Fan Vibration in Power Plants,” Korea Electric Power Research Institute, Korea. Nov. 2014
- PI, “Prognostics of Plant BOP Rotational Machinery using Vibration Signals,” Doosan Heavy Industries, Korea. Nov. 2014
- PI, “Prognostics Health Management (PHM) Algorithm Development and PHM System Implementation,” Samsung Electro-Mechanics, Korea. Feb. 2014
- Co-PI, “Strategic Program of Interdisciplinary Human & Systems Engineering for Technologically Driven Human-Centered Factories of the Future,” BK21 Plus, Korea. Sep. 2013
- PI, “Development of Self-Diagnostic Algorithm in a MLCC Stacker,” UNIST, Korea. July 2013