Industrial AI Lab exploits the followings with applications to electro-mechanic and manufacturing systems.
- AI for Manufacturing
- AI for Robotics
- AI for Healthcare
Industrial AI 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
| No. | Project Topics | Sponsor | Start | End | Role |
| 22 | 알루미늄 주조 합금의 광학 미세조직 사진기반 석출상 분리 | 재료연구소 | 2019.03 | 2020.12 | PI |
| 21 | IoT 기반 보조기기 원격 진단지원 툴킷 개발 | 한국전력연구원 | 2017.06 | 2020.05 | co-PI |
| 20 | 인공지능 딥러닝 기반 소장캡슐 내시경 스마트 판독 시스템 개발 | 서울성모병원 | 2018.04 | 2021.12 | co-PI |
| 19 | 지능형 학습기반 대상조건 조향계 이음판별 장치개발 | 현대모비스 | 2018.05 | 2018.12 | PI |
| 18 | 학습 기반 이음/소음 검사기 현장적용 기술 개발 | 삼성전자 | 2018.04 | 2018.07 | PI |
| 17 | 종합 설비데이터 진단을 위한 딥러닝 플랫폼 개발 | 삼성전기 | 2018.03 | 2018.12 | PI |
| 16 | 기계시스템 진단 및 제어를 위한 차세대 인공지능 기초 연구 | 한국기계연구원 | 2018.01 | 2020.12 | PI |
| 15 | 선박 회전기기 상태기반 유지보수를 위한 스마트 모니터링 시스템 개발 | 산업기술평가관리원 | 2017.07 | 2019.12 | co-PI |
| 14 | 가스터빈 통합 데이터 기반 상태 진단 및 예측 시스템 개발 | 한국전력연구원 | 2017.07 | 2018.09 | PI |
| 13 | AI-based Unconventional Architecturing Technologies for Hybrid-scale Micro-/Nano-structures | UNIST | 2017.01 | 2017.12 | co-PI |
| 12 | 동작측정 데이터 기반 지능형 분류(학습) 알고리즘 개발 및 MoWas UI 개선 | 삼성전자 | 2017.02 | 2017.08 | PI |
| 11 | Development of an Intelligent Diagnosis and Automatic Control Software Platform for Smart Factory | UNIST | 2017.01 | 2017.12 | co-PI |
| 10 | 빅데이터 기반 머신러닝 조립 품질검사 및 영상인식 분석 이종추적 플랫폼 구축 | 중소기업청 | 2016.11 | 2018.10 | co-PI |
| 09 | 학습 기반 이음/소음 검사 기술/시스템 개발 | 삼성전자 | 2016.09 | 2017.09 | PI |
| 08 | 자동차 산업 제조 혁신을 위한 3D 프린터 모니터링 시스템 구축 및 데이터 기반 가공 변형 최소화 제어 알고리즘 개발 | 한국연구재단 | 2016.06 | 2017.12 | PI |
| 07 | IoT센서를 이용한 빅데이터 기반의 로봇 상태 예지 정비 시스템 기술 개발 | 정보통신산업흥원 | 2015.07 | 2017.12 | co-PI |
| 06 | 이상진단 알고리즘 개발 및 시스템 구축 II | 삼성전기 | |||
| 05 | 팬진동 이상인자 도출설계 | 한국전력연구원 | 2014.11 | 2015.07 | PI |
| 04 | Plant BOP 회전기기 진동진단 알고리즘 프로그래밍 | 두산중공업 | 2014 | 2014 | PI |
| 03 | 이상진단 알고리즘 개발 및 시스템 구축 I | 삼성전기 | 2014.02 | 2014.11 | PI |
| 02 | 인간과 기술가치의 미래 제조산업을 위한 융합형 인간 및 시스템공학자 양성사업 | BK21+ | 2013 | 2017 | co-PI |
| 01 | Development of Self-Diagnostic Algorithm in a MLCC Stacker | UNIST | 2017.07 | 2018.06 | PI |
Talks
| No. | Date | Topics | Where | |
| 89 | 12/20/18 | AI-based PHM | Hyundai Namyang Technology Research Center | Hwaseung |
| 88 | 12/19/18 | Computational Mechanics and AI | 한국과학기술정보연구원 | 서울 |
| 87 | 12/12/18 | 4차 산업혁명과 인공지능 | 대구경북 중소기업 연합회 | 대구 |
| 86 | 11/29/18 | 인공지능 기반 유체기계 상태감시 및 진단 | 한국유체기계학회 추계학술대회 | 여수 |
| 85 | 11/27/18 | 기계공학과 인공지능 | 강릉원주대학교 | 원주 |
| 84 | 11/22/18 | Deep Learning for Smart Manufacturing | Digital plant 기술 교류회, 한국생산기술연구원 |
서울 |
| 83 | 11/21/18 | Make it Smarter with Deep Learning | Creative IT Engineering | POSTECH |
| 82 | 11/15/18 | AI Helps Make Nuclear Power Plants Safer | Advanced Nuclear Engineering | POSTECH |
| 81 | 11/15/18 | 4차 산업혁명과 인공지능 | 경상북도 인공지능 거점센터 | 경산상공회의소 |
| 80 | 11/06/18 | 기계공학과 인공지능 | 기계학회 포항지회 추계학술대회 | 포항 |
| 79 | 11/01/18 | 인공지능을 활용한 설비관리 | BIXPO 2018 | 광주 |
| 78 | 10/17/18 | Tutorial: 신호처리와 인공지능 | 한국소음진동공학회 추계학술대회 | 여수 |
| 77 | 09/19/18 | 인공지능 소개 | 과학기술정보통신부 중앙전파관리소 | 서울 |
| 76 | 09/14/18 | 인공지능 기반 상태감시 및 진단 | 삼성전기 | 수원 |
| 75 | 08/29/18 | 4차 산업혁명과 인공지능 | 경상북도 인공지능 거점센터 | 영천상공회의소 |
| 74 | 08/28/18 | 인공지능 기반 상태감시 및 진단에 대한 고찰 | KEPIC Week | Busan |
| 73 | 08/27/18 | AI for Shipbuilding Industry | Samsung Heavy Industries | Daejeon |
| 72 | 08/23/18~ 08/24/18 |
PHM Tutorial | KSPHM | Seoul |
| 71 | 08/17/18 | 인공지능 기술과 조선해양 ICT 융합 | 한국해양대, 오션아카데미 | Gyeongju |
| 70 | 07/24/18 | AI Technology and Shipbuilding ICT | Smart Ship and Shipbuilding Forum | Ulsan |
| 69 | 07/23/18~ 07/27/18 |
Tutorial: AI | SK Hynix | POSTECH PIRL |
| 68 | 07/18/18 | Introduction to AI for Automotive Manufacturing | Hyundai KEFICO | Gunpo-si |
| 67 | 07/12/18 | Deep Learning for Engineered Systems | University of Ulsan | Ulsan |
| 66 | 07/11/18 | Introduction to AI for PHM | Korea Hydro and Nuclear Power (KHNP) | Gyeongju |
| 65 | 07/03/18 | Smart Mechanical Engineering – Big Data and AI | Postech Summer Program | POSTECH |
| 64 | 06/25/18 | AI for Automotive Manufacturing | Hyundai Motor Company | Ulsan |
| 63 | 05/29/18 | 인공지능, 기계공학에서 이렇게 쓰인다 | ME, KAIST | Daejeon |
| 62 | 05/04/18 | Tutorial: Deep Learning | Global FinTech Industry Promotion Center | Pusan |
| 61 | 04/25/18 | Deep Learning for Mechanical Engineering | ME, POSTECH | Pohang |
| 60 | 04/24/18 | Deep Learning for Engineered Systems | Korea Aerospace Research Institute (KARI) | Daejeon |
| 59 | 04/20/18 | AI for Engineered Systems | Korea Institute of Industrial Technology (KITECH) | Incheon |
| 58 | 04/16/18 | Deep Learning for Healthcare and Medical Applications | Catholic University of Korea Seoul St. Mary’s Hospital | Seoul |
| 57 | 04/13/18 | Tutorial: Case Studies on Industrial AI | Postech Information Research Laboratories (PIRL) | Pohang |
| 56 | 04/06/18 | AI/Big Data for Energy and Utilities | SK E & S | Pohang |
| 55 | 03/30/18 | AI for Engineered Systems | Korea Institute of Materials Science (KIMS) | Changwon |
| 54 | 03/26/18 | Deep Learning for PHM and Smart Factory | POSCO | Pohang |
| 53 | 03/22/18 | Deep Learning for Semiconductor Equipment PHM | Tokyo Electron Ltd. (TEL) | Suwon |
| 52 | 03/21/18 | Deep Learning for Engineered Systems | Korea Atomic Energy Research Institute (KAERI) | Daejeon |
| 51 | 03/16/18 | Deep Learning for Automotive Industry | Hyundai Motor Company | |
| 50 | 02/13/18 | Deep Learning for Engineered Systems | Korea Railroad Research Institute | Uiwang-si |
| 49 | 02/08/18 | Tutorial: Deep Learning | Computational Structure Engineering Institute of Korea | Seoul |
| 48 | 02/01/18~ 02/02/18 |
Tutorial: Machine Learning and Deep Learning | Hanwha Techwin | Seoul |
| 47 | 01/30/18 | PHM using Deep Learning | Korea Hydro and Nuclear Power | Seoul |
| 46 | 01/29/18 | Tutorial: Deep Learning | Pusan National University | Pusan |
| 45 | 01/25/18 | Tutorial: AI and Smart Factory | Computational Design and Engineering Conference | |
| 44 | 01/23/18 | Introduction to PHM for Smart Plant Monitoring and Maintenance | Engineering Development Research Center (EDRC) | Seoul |
| 43 | 01/16/18~ 01/19/18 |
Tutorial: Deep Learning | KSME | Seoul |
| 42 | 12/18/17 | Monitoring and Diagnostics in Manufacturing using Deep Learning | Global Technology Center of Samsung Electronics | Suwon |
| 41 | 12/14/17~ 12/15/17 |
Tutorial: Machine Learning and Deep Learning | Hanwha Techwin | Seoul |
| 40 | 12/08/17 | Deep Learning for Smart Manufacturing | Research Institute of Industrial Science and Technology (RIST) | Pohang |
| 39 | 12/01/17 | Deep Learning and Smart Manufacturing | Pusan National University | Pusan |
| 38 | 11/28/17 | Machine Learning and Deep Learning | Korea East-West Power Company | Ulsan |
| 37 | 11/22/17~ 11/23/17 |
Tutorial: Machine Learning and Deep Learning | Hanwha Techwin | Seoul |
| 36 | 11/09/17 | Deep Learning for Smart Diagnostics | Korea Hydro and Nuclear Power (KHNP) | Daejeon |
| 35 | 10/18/17 | Tutorial: Deep Learning with Noise and Vibration Data | KSNVE Conference | Yesan |
| 34 | 10/11/17 | Deep Learning and its Applications to Smart Manufacturing | GIST | Gwangju |
| 33 | 09/27/17 | Make it Smarter via Deep Learning | K-School, KAIST | Daejeon |
| 32 | 09/18/17 | The 4th Industrial Revolution and Smart Manufacturing | Ulsan | |
| 31 | 09/14/17 | Data Analytics in Manufacturing and Transportation: Deep Learning and PageRank | GSGT, KAIST | Daejeon |
| 30 | 08/25/17 | Tutorial: Machine Learning and Deep Learning | Hanyang University | Seoul |
| 29 | 08/21/17~ 08/23/17 |
Tutorial: Deep Learning | KSME | Seoul |
| 28 | 08/21/17 | Deep Learning Applications to Smart Factory | Korea Institute of Communication and Information Science | Pusan |
| 27 | 08/10/17 | Make it Smarter with Deep Learning | Chung-Ang University | Seoul |
| 26 | 07/26/17 | AI-based Smart Manufacturing | Hyundai Mobis | Mabuk-dong |
| 25 | 07/21/17 | Deep Learning and its Applications to Smart Manufacturing | Hanwah Techwin | Pangyo |
| 24 | 07/11/17 | Deep Learning and its Applications to Smart Manufacturing | Executive Directors at Samsung Electro-Mechanics | Suwon |
| 23 | 06/26/17 | Deep Learning and its Applications to Smart Manufacturing | Samsung Electro-Mechanics | Suwon |
| 22 | 06/19/17 | Machine Learning and Deep Learning | KIMM | Daejeon |
| 21 | 06/16/17 | AI for the Future of Production | UNIST | Ulsan |
| 20 | 05/30/17 | PHM with IoT Smart Sensors | Hyundai Heavy Industries | Ulsan |
| 19 | 04/26/17 | Coding for Machine Learning and Deep Learning with Vibration Data | KSNVE | Gwangju |
| 18 | 04/24/17 | Make IT Smarter via Deep Learning | ME, POSTECH | Pohang |
| 17 | 04/21/17 | Intelligent Mechatronic Systems with Signal Processing, Control, and Optimization | Hongik University | Seoul |
| 16 | 04/19/17 | How to teach Engineering Mechanics as a recipient of outstanding teaching award | UNIST | Ulsan |
| 15 | 04/10/17 | Mechatronics with Machine Learning and Deep Learning | Inha University | Incheon |
| 14 | 03/14/17 | Machine Learning and Deep Learning in Manufacturing | KIMM | Daejeon |
| 13 | 01/17/17 | Bayesian Machine Learning and Data Visualization in PHM | Korea Atomic Energy Research Institute (KAERI) | Daejeon |
| 12 | 12/15/16 | Machine Learning and Data Visualization in Manufacturing | KSME Conference | |
| 11 | 11/09/16 | Machine Learning and Data Visualization in Manufacturing | IME, POSTECH | Pohang |
| 10 | 08/04/16 | Intelligent Mechanical Systems with Machine Learning | KIMM | Daejeon |
| 09 | 07/18/16 | IoT and Cloud Platform for Monitoring | Signallink | Daejeon |
| 08 | 07/13/16 | IoT-based PHM in Power Plants | KEPCO | Daejeon |
| 07 | 12/04/15 | Machine Learning for Machine Healthcare Systems | Korea Aerospace University | Seoul |
| 06 | 08/28/15 | Big Data Mining and IoT-based PHM | Seoul National University | Seoul |
| 05 | 05/21/15 | Big Data Visualization | ASPM Business Analytic Program, UNIST | Ulsan |
| 04 | 03/20/15 | Big Data Visualization in Manufacturing | UNIST Big Data Symposium | Ulsan |
| 03 | 12/13/13 | Diagnostics and Prognostics of Battery Management Systems | Samsung Advanced Institute of Technology (SAIT) | Suwon |
| 02 | 10/15/13 | Issues on Intelligent Prognostics | Korea Electric Power Research Institute (KEPRI) | Daejeon |
| 01 | 10/07/13 | Introduction to iSystems Design Laboratory | UNIST | Ulsan |