Projects
Ongoing
원자로보호계통 전자부품의 가속수명시험 방법 설계 지원 용역 (한국원자력연구원, 2024.05~2024.07)
WGB 진동시험 데이터 전처리 기술 개발 (한국생산기술연구원, 2024.04~2024.10)
증기터빈 열응력 분석 시스템 구축 (한국전력연구원, 2024.05~2025.07)
증기터빈 배관계통 실시간 진동 상태감시 기술 개발 (케이엘이에스(주), 2023.08~2024.10)
Edge Device에 Embedding 가능한 회전기기의 도메인 적응형 진단 기술 개발 (한국연구재단, 2023.06~2026.02)
인공지능 기반 산업설비 PHM 연구 (아주대학교, 2022.09~2025.08)
Completed
삭도시설 구동설비 이상감지 기술 개발 ((주)강원랜드, 2024.03~2024.04)
데이터 기반 지능형 밸런싱 시스템 실증 (산업통상자원부, 2023.04~2024.03)
대용량 열화데이터 분석모델 구축 (한국기계연구원, 2023.07~2023.11)
March 2022 – Development of Vibration Based Diagnosis Software for Naval Ships
August 2022 ▪ Funded by Hanwha Systems
▪ Developing vibration diagnosis software for rotor systems in naval ships
January 2022 – Diagnosis Technology for Early Detection of Thermal Runaway of Li-ion Rechargeable Battery
August 2022 ▪ Funded by National Research Council of Science and Technology (NST)
▪ Developing early detection method for Li-ion battery thermal runaway
November 2021 – (PI) Development of Domain-invariant and Comprehensive Artificial Intelligence Model for
November 2022 Fault Diagnosis of a System with In-homogenous Operating Characteristics
▪ Funded by National Research Council of Science and Technology (NST)
▪ Developing domain adaptation based diagnosis for gearbox systems
June 2021 – (PI) Development of AI Based Diagnosis Method for Journal Bearing Systems
May 2022 ▪ Funded by Pioneer Metal Bearings
▪ Developing AI based diagnosis method for journal bearing rotor systems
September 2020 – Establishment of AI Data Dam for Mechanical Systems
February 2021 ▪ Funded by Ministry of Education, Science and Technology
▪ Developed “AI-Hub” data set of induction motors at Daejeon metro stations
June 2020 – Development of Fault Diagnosis Algorithms for Hydraulic Pumps and Motors
December 2020 ▪ Funded by Hyundai-Doosan Infracore
▪ Developed basic framework for hydraulic axial piston pumps and motors
April 2020 – Development of Automatic High Precision Balancing Machine System
August 2022 ▪ Funded by Ministry of Trade, Industry and Energy
▪ Developing automatic balancing machine system for blowers in fuel cell electric vehicles
April 2020 – Development of Elevator Operating Managing Service Technology for Extending Available
August 2022 Service Time of Elevator
▪ Funded by Ministry of Trade, Industry and Energy
▪ Developing fault diagnosis method for permanent magnet synchronous motor (PMSM)
April 2019 – Artificial Intelligence Based Predictive Diagnosis and Damage Management Technology
August 2022 ▪ Funded by National Research Council of Science and Technology (NST)
▪ Developing fault diagnosis and prognosis method for boiler feed water pump
January 2018 – Development of Scale-Free Fault Diagnosis Techniques for Similar Mechanical Systems
December 2020 ▪ Funded by Korea Institute of Machinery and Materials (KIMM)
▪ Developing domain adaptation techniques for various scaled rotor systems
August 2017 – Development of Health State Diagnostics and Prognostics based on Integration of Artificial
February 2019 Intelligence and Expert Knowledge
▪ Funded by Korean Electric Power Corporation (KEPCO)
▪ Developed health diagnosis system for power transformers using deep learning approach
March 2016 – Development of Diagnostic and Prognostic Module for LNG Carrier Propulsion Shaft System
February 2017 ▪ Funded by Hyundai Heavy Industries
▪ Developed health monitoring system for synchronous motor system (data-driven approach)
January 2013 – Embodiment of Fault Symptoms Monitoring Method for Large Rotor Systems with Journal
April 2017 Bearings in Ultra Super-Critical Power Plant
▪ Funded by Korean Ministry of Trade, Industry, and Energy
▪ Developed health diagnosis system for the steam turbine based on vibration signals
▪ Involved from designing data acquisition strategy to user interface design